{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sebastian Raschka 20/12/2014 \n",
      "\n",
      "CPython 3.4.2\n",
      "IPython 2.3.1\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -a 'Sebastian Raschka' -v -d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Turn Your Twitter Timeline into a Word Cloud Using Python"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sections"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- [Requirements](#Requirements)\n",
    "- [A. Downloading Your Twitter Timeline Tweets](#A.-Downloading-Your-Twitter-Timeline-Tweets)\n",
    "- [B. Creating the Word Cloud](#A.-Downloading-Your-Twitter-Timeline-Tweets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Requirements"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[[back to top](#Sections)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before we get started, I want to list some of the required packages to make this work!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below, you find a list of the basic packages which can be installed via\n",
    "\n",
    "    pip install <package_name>\n",
    "\n",
    "- [twitter](https://pypi.python.org/pypi/twitter)\n",
    "- [pyprind](https://pypi.python.org/pypi/PyPrind/)\n",
    "- [numpy](http://numpy.org)\n",
    "- [matplotlib](http://matplotlib.org)\n",
    "- [pandas](http://pandas.pydata.org)\n",
    "- [scipy](http://www.scipy.org)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "And the Python (2.7) [`wordcloud`](https://github.com/amueller/word_cloud) package by Andreas Mueller can be installed via\n",
    "\n",
    "    pip install git+git://github.com/amueller/word_cloud.git\n",
    "    \n",
    "Note that `wordcloud` requires Python's imaging library [PIL](http://effbot.org/imagingbook/pil-index.htm). Depending on the operating system, the installation and setup of PIL can be quite challenging; however, when I tried to install it on different MacOS and Linux systems via [`conda`](http://www.continuum.io/blog/conda) it always seemed to work seamlessly:\n",
    "\n",
    "    conda install pil"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let me use my handy [`watermark`](https://github.com/rasbt/watermark) extension to summarize the different packages and version numbers that were used in my case to download the twitter timeline and create the word cloud:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "28/11/2014 \n",
      "\n",
      "CPython 2.7.8\n",
      "IPython 2.1.0\n",
      "\n",
      "twitter 1.15.0\n",
      "pyprind 2.8.0\n",
      "wordcloud 1.0.0\n",
      "pandas 0.14.1\n",
      "scipy 0.14.0\n",
      "matplotlib 1.3.1\n",
      "\n",
      "compiler   : GCC 4.2.1 (Apple Inc. build 5577)\n",
      "system     : Darwin\n",
      "release    : 14.0.0\n",
      "machine    : x86_64\n",
      "processor  : i386\n",
      "CPU cores  : 2\n",
      "interpreter: 64bit\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -d -v -m -p twitter,pyprind,wordcloud,pandas,scipy,matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A. Downloading Your Twitter Timeline Tweets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[[back to top](#Sections)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to get access to the Twitter API through OAuth (open standard for authorization), we have to obtain our consumer information and access tokens first by registering our app on [https://apps.twitter.com](https://apps.twitter.com)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "CONSUMER_KEY = 'enter your information here'\n",
    "CONSUMER_SECRET = 'enter your information here'\n",
    "ACCESS_TOKEN = 'enter your information here'\n",
    "ACCESS_TOKEN_SECRET = 'enter your information here'\n",
    "USER_NAME = 'enter your twitter handle here'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following code can then be used to download your timeline \"sequentially\" in chunks of 200 tweets per request to overcome the twitter API limitation, which only allows you to download 200 tweets at a time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Sebastian Raschka, 2014\n",
    "# Code for downloading your personal twitter timeline.\n",
    "\n",
    "import twitter\n",
    "from datetime import datetime\n",
    "import time\n",
    "import re\n",
    "import sys\n",
    "import pandas as pd\n",
    "import pyprind as pp\n",
    "\n",
    "class TimelineMiner(object):\n",
    "    def __init__(self, access_token, access_secret, consumer_key, consumer_secret, user_name):\n",
    "        self.access_token = access_token\n",
    "        self.access_secret = access_secret\n",
    "        self.consumer_key = consumer_key\n",
    "        self.consumer_secret = consumer_secret\n",
    "        self.user_name = user_name\n",
    "        self.auth = None\n",
    "        self.df = pd.DataFrame(columns=['timestamp', 'tweet'], dtype='str')\n",
    "\n",
    "\n",
    "    def authenticate(self):\n",
    "        self.auth = twitter.Twitter(auth=twitter.OAuth(self.access_token, \n",
    "                    self.access_secret, self.consumer_key, \n",
    "                    self.consumer_secret))\n",
    "        return bool(isinstance(self.auth, twitter.api.Twitter))\n",
    "        \n",
    "\n",
    "    def get_timeline(self, max=0, keywords=[]):\n",
    "        if keywords:\n",
    "            self.df['keywords'] = ''\n",
    "        tweet_ids = [self.auth.statuses.user_timeline(\n",
    "                user_id=self.user_name, count=1\n",
    "                )[0]['id']] # the ID of my last tweet\n",
    "        last_count = 200\n",
    "        counter = 0\n",
    "        while last_count == 200:\n",
    "            timeline = self.auth.statuses.user_timeline(user_id=self.user_name, count=200, max_id=tweet_ids[-1])\n",
    "            for tweet in range(len(timeline)):\n",
    "        \n",
    "                text = timeline[tweet]['text'].replace('\"', '\\'')\n",
    "                tweet_id = int(timeline[tweet]['id'])\n",
    "                date = self.__get_date(timeline, tweet)\n",
    "                \n",
    "                if keywords:\n",
    "                    for k in keywords:\n",
    "                        if self.__check_keyword(text,k):\n",
    "                            self.df.loc[counter,'tweet'] = text\n",
    "                            self.df.loc[counter,'timestamp'] = date\n",
    "                            try:\n",
    "                                self.df.loc[counter,'keywords'].append(k)\n",
    "                            except AttributeError:\n",
    "                                self.df.loc[counter,'keywords'] = [k]\n",
    "                    try:\n",
    "                        self.df.loc[counter,'keywords'] = ';'.join(self.df.loc[counter,'keywords'])\n",
    "                    except KeyError:\n",
    "                        pass\n",
    "                        \n",
    "                    \n",
    "                else:\n",
    "                    self.df.loc[counter,'tweet'] = text\n",
    "                    self.df.loc[counter,'timestamp'] = date\n",
    "                              \n",
    "                counter += 1\n",
    "                if max and counter >= max:\n",
    "                    break\n",
    "                \n",
    "                sys.stdout.flush()   \n",
    "                sys.stdout.write('\\rTweets downloaded: %s' %counter)   \n",
    "                    \n",
    "            if max and counter >= max:\n",
    "                break\n",
    "            last_count = len(timeline)\n",
    "            tweet_ids.append(timeline[-1]['id'])\n",
    "            time.sleep(1)\n",
    "        print()\n",
    "        \n",
    "    def make_csv(self, path):\n",
    "        self.df.to_csv(path, encoding='utf8')\n",
    "\n",
    "    def __get_date(self, timeline, tweet):\n",
    "        timest = datetime.strptime(timeline[tweet]['created_at'],\n",
    "                                      \"%a %b %d %H:%M:%S +0000 %Y\")\n",
    "        date = timest.strftime(\"%Y-%d-%m %H:%M:%S\")\n",
    "        return date\n",
    "    \n",
    "    def __check_keyword(self, s, key):\n",
    "        return bool(re.search(key, s, re.IGNORECASE))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Authentification successful: True\n",
      "Tweets downloaded: 1999()\n"
     ]
    }
   ],
   "source": [
    "tm = twitter_timeline.TimelineMiner(ACCESS_TOKEN, \n",
    "                                    ACCESS_TOKEN_SECRET,  \n",
    "                                    CONSUMER_KEY, \n",
    "                                    CONSUMER_SECRET,\n",
    "                                    USER_NAME)\n",
    "\n",
    "print('Authentification successful: %s' %tm.authenticate())\n",
    "tm.get_timeline(max=2000, keywords=[])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>tweet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> 2014-28-11 22:28:52</td>\n",
       "      <td> RT @freakonometrics: 'Personality, Gender, and...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td> 2014-28-11 22:18:33</td>\n",
       "      <td> A short overview about 'How to quickly turn an...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td> 2014-28-11 18:13:14</td>\n",
       "      <td> RT @vmirly: A great resource for Bayesian Meth...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td> 2014-27-11 06:00:01</td>\n",
       "      <td> @sirishasun thanks! There is a light at the en...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td> 2014-27-11 03:52:58</td>\n",
       "      <td> @AnthonyNystrom I don't know exactly what it i...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             timestamp                                              tweet\n",
       "0  2014-28-11 22:28:52  RT @freakonometrics: 'Personality, Gender, and...\n",
       "1  2014-28-11 22:18:33  A short overview about 'How to quickly turn an...\n",
       "2  2014-28-11 18:13:14  RT @vmirly: A great resource for Bayesian Meth...\n",
       "3  2014-27-11 06:00:01  @sirishasun thanks! There is a light at the en...\n",
       "4  2014-27-11 03:52:58  @AnthonyNystrom I don't know exactly what it i..."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tm.df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If the `twitter_timeline.py` script was executed terminal, you can read the \"tweets\" from the CSV file via\n",
    "\n",
    "    import pandas as pd\n",
    "    df = pd.read_csv('path/to/CSV')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## B. Creating the Word Cloud"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[[back to top](#Sections)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we collected the tweets from our twitter timeline the creation of the word cloud is pretty simple and straightforward thanks to the nice `wordcloud` module."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jk5Nj+9mwMqqbRpPu6TmkHHYH2b7aT5aVP4hp9q8PkmLgjaQcdgdZVmwm28a9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QhyBoVQgmPcHC2A/b+aBfcy0bTtSt+lhfHkIwvxJtVzsFV/+Etmc6+uEtEAxqvDsyUaWbQadG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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x102685fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from wordcloud import WordCloud, STOPWORDS\n",
    "\n",
    "# join tweets to a single string\n",
    "words = ' '.join(tm.df['tweet'])\n",
    "\n",
    "# remove URLs, RTs, and twitter handles\n",
    "no_urls_no_tags = \" \".join([word for word in words.split() \n",
    "                            if 'http' not in word \n",
    "                                and not word.startswith('@')\n",
    "                                and word != 'RT'\n",
    "                            ])\n",
    "\n",
    "wordcloud = WordCloud( \n",
    "                      font_path='/Users/sebastian/Library/Fonts/CabinSketch-Bold.ttf',\n",
    "                      stopwords=STOPWORDS,\n",
    "                      background_color='black',\n",
    "                      width=1800,\n",
    "                      height=1400\n",
    "                     ).generate(no_urls_no_tags)\n",
    "\n",
    "plt.imshow(wordcloud)\n",
    "plt.axis('off')\n",
    "plt.savefig('./my_twitter_wordcloud_1.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Surprise, surprise: The most common term I used in my tweets is obviously \"Python!\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To make the word cloud even more visually appealing, let us as a custom shape in form of the twitter logo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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b2VgLTkWPbESywgOlATIUkU1RDZMIJXaZK1o1aNMnTa9BM+CLI7K4cl4dOWaJ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\nD4nC0gJR4hkthBAiphSKwtL8mr+97otFqXecSCi7xK7KAYeQOVDsrbq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b+RQaZ7x9yOsm\nIZNmu5RAbBY5Kf/AF3mfljn1y4ACbHO1RRdhmmd/hz/yCZnOG4gmVlEeuJ90+7XkpNwHCIrKGtM4\n422c1nPYWXEqugjUOGJ8r91I2ojJSLbkqrts3oHbdAkQpB73OIEtD2HO6EHC2xBhgkT+oBLCe98j\nsPn+mqOyOYvMHp9hsOaTcC/Bv/le9ET9SICDkT+oYZPGu+5LaWs9kwqlmIvSkx77V6sGcn7aZApM\nJxxR7v86/s5UAe4el8K2XSrLf01wZm8LJ55golP7hpml/x1on/YcKytPpSI2h4roLJo5b2Z/6DUy\nLf1xRaZjlnMaUIawJ/Q8ABWxLwkq60kxNVxPY8ipSTvg2T1+HyPxu29kMHKMl3UbFO4d72TlKoXi\nYoXlPzeqaZNruxCD5KynDAGyUu5A0zxEldUEIjPJTXsSAF0/EjWVhFT9ldIaCOPRdC9CKMiSjW2u\ndoABIRLscQ8lP30KTmuyVkqSOgyMcmO84bcxyJko2r7DXjkn5T6MhsaEYz/QLm8Xpd4bSKiHZtrR\nRRgJAyXeEeh6EKe1P97wG2Q77ybD8Rtxb/Ids1vOwOW/G7OxNdHE8hoZ6Te8Wk9uRrfXUfwbSGmf\npBxLeFeCJCP0GDln/IIkm4jsm46j5fVE903H3vxayr/vREa318ntv4lA0USi+6ejJ9xU/ZKkZzNY\n8wGBOa0rWsKDo/lIJJOT8K43UcPbye2/CYROxY+HNmucnfoPNkZnc5x1EK9VDaKtpR9ZxlbsS6w5\nokKcHFqNLiAsFCak1nfSHEv4SytEgLYtjbRt+a/dhh6twL/iPjL6vvO7+/bIWcr+8Juouo8dgSSH\nnCxZ6J49D4exQ4N99oZeASCkbCKkbOL4zPcOKX/JhjjFe1V2lmoEwjov3nHkFSIkleJvuOLS+udT\nTN3YHXyaltWOlANhNrSiqKI3LbLnk5v2JN7wm1QFn6sv5CA4LKdTFZyE3dKXQHRmvfOqniy12Sz7\nG/ZWnUvLnMUktN0IEa5RhgciGPsSo1yA3Xwqvsihaa1kKZXK4FNkp9wHkqDY1ZJGqY8RPETFu9/Q\nJncz2yu60KrRcjTdTVwtPEAZ1sIXfheHuTfB+HfoIsLhMpb9G+/EYGuOrfFlGJ1t0aL7yO2/AdmU\nScz1NWqoGGvuAELFk7Hmn0do58vknrUZ75pRCC2Eo8UNSOiYMnqgJ6qIVy3GYM5GMmWS1ukJ1GAh\n3rVjSO/yCumd/4kpvSvlC0+oIeM9FBqbuiIQrIy8z1kp9/Fz6BWQBBtiM+npuPaQ/ebEdjHK3olM\n+dgpE3A4/OUV4qHgW3ILBks2mBxIJjvO48bh+2kMWrSSrIGzCKx5nNTuD+FfcS+ODteDJOP75WbS\ne08humsWqq+IlK53gXTkKWriuJ4mjuuP2O43nJ6386jaFe5RmbUoysX97PTpZmHZpoYZbg6FIRdU\nsW1HMjizSYGBH76rDZfwJZaQY204wwYg03ETpb5xCBEjzX4lJmM+NtPFxJR1WE1d67V3+e8kklhB\no9QJqHoFzbPn1fP0GuVk5s/uyuTKRxdR9rsvq8mDPhgVgQmkO4ZhMXUCJDTdg6EBqjSr6TgAvOHX\nMRoKaJ41l32eKw4zM0lsK++AJNlQtVL2ui8kJ+X+BttVBieRaruAVOv5BKNfEYrNx2kd2GDb9K6v\n4/l1GMhG9IQHW8HFuBZ0IG9AIQZrAf5N9+Bscye+jeNJ7TSReFUyuNrZ+lY8q67AknMmpvRuyKZ0\ndMX/f+ydd5gUVdbGf1Xd1TnMTE8kDUNOSkYEERBRMWHAsOaEYmBBlKBiwICKRLPiKgaMoKIoklEB\nBcmS8wCTU+dY4fujhhnGGdKuu/ut8D4PDz3Vt+69VdV17rknvIeEdy0GSyahgx9h9pyNEitEMNqR\n3GegKTFAIL3PagI7xhM++EGNuXxScSdtrZfilQ9SLO/CJWYSUArZG/+Z5pY+mAQHRYmtx7xH2Qbn\nKSMM4S8sEE2ejmhoaIkQRntD1Fg5lpwrUUL5KOEC5IqtBH+fhiCaEEQDprQuGJPbENn/NbH8ZZjS\nOhPNW4alwfknPGaikj1aMvw5ptm9eTI/b4rz4gNJJGSN5g1O7HF17F5Mz7NNjB3j4sXJATp3lBg1\nwsnkaQFGDNNDd5JM51AU/hyH1LbOPtJcj1Fe8Do5aUtRtSgmY3Mi8V/JLb0Yt+1GPI4HkJUyookN\nlAZfRDJkk2y/k2hiI5KhIb7Ip7X6NIg6U5DD3B+jIRNv+B9oqHhDM8hMqs5EKaikUGuZlYc3/AFl\ngckk2+/mUPkNZKf+UKtft+1mCrz30zIrn0h8LaLo0ksYAKACArJahFHMrHGe03IpRjGVcHwlaBrB\n2GKS7dWpeCX+8VXzCEZ/oCTwHJnuCZQEnjmqQDSnnQeCgVjRfAI7X8DZ8lGczUdQvuZGjPZmqAkv\nxcu6Yc++g9C+twCNinV3EK9Yi5rw/cEOWQ1BlKhYXx3AXzCvfp3tjoRNTGFj+EuMlcQYAa2IFEM2\nLjGLNGML7AYP2aZux+xjU6KUpkY3duE/Z4r6b+J/2qlyLAQ3v4o150riJeswWFMBlcDGyVizLwOj\nFVNaFxJlG7FkX4oaKSaw7jlEWxauTo8R2fslibL1OLs8xZ5ykSnLgrw2KIlpPwa5pK2FmWvCDD3X\ngSDAQ1/6aJdl5OoOViYvDfLUABf3z/Ly1AAXLdL+tfXm7Tkhzm5rYvW2BAlZo0UjI2ZJYMu+BHcP\n1G1/igZHyt+bby8nr0ChTWuJ5k2NdO9m4vPZYe4f4uRQnkyqR6RNa4mSyHdE1f00rHScHA07Chog\nGerRyDOHaGI9dvP57CnugEH06HGK9iE4rVcQl/ciq4VIhobkVdyKydiaQOSrWk6VPcVdSLYPpsQ/\njqbpawnGFlPkG3VEC5EWmXvZV9ILRS1H1UI09MzCZurBgbKBROK/YTV1Jd01roamelgbFQUHzTN3\ncqDsqhr2PqhJ/XWw7GqMhnoEo/Npkv4rkcRv5JUfGTcp0DLrIIXeEQSicwGN+ikfYjP1oMj/CN7Q\n+1ik9qQ6x2A39waOdKoICAbzCe0uBFFCNGciOVthSu6GOa0vBmuj4553svAqh5jrf4xrk17HVIfd\n+FiYEFhDL3N9VE2jp/nE4zv/k/iznCp/WYEYL16F5GmPGi5CkOwgGBDNul0tUbYBg7Mx0f3fYGtx\nC5ocQjBYQKg7EWncD36evMjF+6vDrD8Up0eOiXOamNGA134OkuUykOEU6d/SglEU2FmSYEuhzC1d\nq6mTVq6P849ZISSjwJvjqu2Ag8dWIIrw1tO185lDEY2fN8ZQVUhyigTDahWR7cU9LCgaLCiLMiC1\nekvTrnMRNqtAgwYGJjznpllTI3v2yvS5oITmzYxEoxorl6XXGuvoUNlV2JL6ye/hi3yO1dQJyZBD\ngfcBmqSvIi7vxmRsSqF3GA7LADTiCFjRiFLoHVFLIMpqEXuKOpJsv5N01zNUhN4h2X4XqhbmYNlV\nWE3dsZt7Yzf3ZWdhDvWTp1MWfIVofAMZSRMwCC4SSj7F/sdr9K3HKibIdE9hT3FXUhz3kWK/j91F\n7chKepUC73012iual92FbXBYLqZ+8jv4I1/gsl6DhkxBxb2YpTORDA1wWa9kV2EzMtzjKQ9NJy7v\nIs05FsnQgFhiM6XBybTMykeVAyS8G+pMxfv/AIUE3/ueoKPtGhpInf7b0/nTcbpQ/b8I35pxmirH\n/qU+TiY+8P5xFdqbnwa1C++spiHbe1DW1m+Na6s3/fPzGL69ZqzkgkUR7a57K2q1GzK0XBv7lE9r\n0rrgnxhF0XbkN9JUTecQKzwidq0i9J52+E4UekdrsurVVDWilfhfqkW3dRg7CrK1It8TWkHFcG17\nfpamagltf8mF2u5KCrSEUqztKGisFXof1bbnZ2nB6GKtyPeotj2/vhZL7NESSkmdfe8qbKsV+R7X\nIvG1WiS+VsstHaiVBqZoBRUP1tl+R0ETLa/i3qq5KmpQO1h2o7arsK1+1YpX213YQcuvGKptz2+g\neUMztf2lOh1aOLZK0zStzn63xhPasmhMK5IVza+q2rZ4QnvK5z/x2/1vgKop2qvF/bS14U+0j8pv\n07ZF5msrg+9or5dcqH1Rcf9/dW5/Bv4s2fSXtSEeD67OT/zLfZzMkpSbL+N2Cuw7VJ06t2pjjDbN\nJKZ/EabrGf9caUfpD87FW++qYPYntZmx161P0LKFRvOmRvzvj8V167MnMYpIi6xcCr3DCETn47YN\nAsAfmUWS7RaC0fkU+R5BVosIRL8/Kl3XYehZKC9TEZoOwM6C6i3ijoJ6GMQ0mmfsQBBMZLifZUdB\nQ6hkVtlXcvSi7s0yNhOJryW3snocgKzko2rRo8xjD97whxT5RgPUIJDVt+BGmmduRxRsZCW9zM6C\n7CpSjwNlVxx1HiWqSlvJyMJolEOKSqZBpL74300K8yqHsIkplMp7KZP38VPoFdKNLWljGUChrBfi\nWluQYOHeKBURlQYuA0Uhlcd7OTEfh0D5r4S/7Jb5/xseHO8lM91ASZnKxNF6TujUGUFSkkS+Xhzh\ny1dOvtbJpkCCVb44gxtU24QmTQ0iCBpffxvlnrvs9DzbzAczwyxcHGXE3x306W3GuGgSgtGEMTMH\nuXAvgs1NYvuvSE06IB/aBpIFwWLHdeOTf9r1n4aOkp97Iwd31TgmGB187VmPVRLYUSbTN9uMKEBJ\nWEEAWngkFu+P0dpj5JJm1eaRaNE85NAeQEBytsGc1veo44bUMub5nwJApZoWStUUzrbfRbapGxsK\nE/hiKkZR4NdDcdLtIjef+b/BmH06MPufRDyu8czDPu4d6aReQwNvTgwy5GEHrQYUYjSzO9YDAAAg\nAElEQVQI3HG1jftvdDB3WZT3vwrxzRu6Z1RWYPh4L1t3ycx+NYVkV/WKH09onHl5MW2bGVm9Kc7l\n/axMGu3GckQZ0IQC53Y2UeqtXgtkVePXDXGKy3Tt58M5YXbnyixcGePnj9MwHKFUNLugEEUBl0Ng\n4xyd4PPd/DBpf1ARTSbYtUchp7GRmZ+EEQWBfn3N9OppYtprQa4caCWgJFATUdSgFzVQjtGVirXn\nVShleVh7Xo2xYWs0+eRCfE7jxOFq+TiiOQ1r/UFUrLuDWOkyzkiXyLCLLNgbpShk5Iw0iR/2RLmg\niZmysEpU1vh6Z6RKIJb81As5vA+0avKS9D6/HtUhYxc9DEp6BYC4FiahRTAJVqQjSgSEExq9s3WO\nzZ4N/7rF6I+FU0IgrlgSI3evTGZ9A1vWJ+h1vpnCPIV6DQ2YKp+7osK5XUxMmRHk26VRht7koH1l\n1su0D4L07GTil/Uxzu5g5t3ZYQ7ky0x7THeOrNmcYObEZDZuT3DNABsH8mUen+bnpVHV7CCSUaCk\nQiMztaYAq5chsnaLLiRvutxG8wsKmftWKpffW8Z3b1VrjUveT+PJl/0sWFG9/Zva0l2LonPofQ4m\nTQuwfYdMyxZGmuQYKCtXGTHay6tTdMeN87qawdhy/i6M9ZqjFOdiSM8mkbsFKbvucJyjwf/uWKy9\nr0FqWnfWzf8CPgwf5GZbQ94O5XK3PfuYbd8I7mePHKKF5Dhu2z/C2uBaipd2xVp/EObUczGnnkuq\nVaRZspGZA6vjLNtnVP9+zs+pSQZsybqc4O4pJHeZidHWkJKfzuV4G76AUsyiwPO4jfXYE1vBZe7n\nKJf308aik1b0OEWF4JH4n2a7OVHE4xoH98ucN8BCy3ZGdm6VMVQ6lI0m/UdkMgoku0WMRoFL+ljw\nBVT+fquThKwXmfIkiYy6y8WEUW78AZUencwsXaUzynQ9QyKRgDuutnP9xVZ27Ze5eaCt6nuAjq0l\nvAG1BoGxKEKXdiaMlTYaQYBObSW27k6QmSpSWqGLuwnvBPhqYYSObSTefqamN/qr4tqlPh8a5mT6\n68ns2iNz7U3lPPdigC3rMjn/vNoM20AVp58hXX+xT1YYAmhyAu/rDx2/4Z+I7V6ZoSu9rCmNo6Gw\ny/80gcTvJNRyDobe5kDoLbb5HmS7byQ7fI/gT6znYOido/bnV2UmB/aSIppYFCtBQWNiYA+HlAij\nfFv5KHyIfqUrmRjcAwI85W5JWFMYWLaacjXBB+FjpxceRiT/SzxnfQ6AyXMOUlJXWnpOTjexpF8A\ngHfDPZT/dpN+8A9REp9HdhDSqmnlFgbG09DUhR8Dr9DNdiurQjNIMTY+qXH/6jglNMRl86NkV6b3\nfft5BE2Dq2+y8f5rIQ4d1O0pgbDKUw+42H9I5qHbnVVksDeNLKd/Dws3PFROOKox/i0/pRUqA/tZ\n2HNAoe9ZZiSjQPcOJu4aW0E4qpGbp7B+a4JZ88P0PUsXQhoa+YUqmqpxVvvqlfiT7yK4ndUr+2dT\nPMxfHsVuExh4XykrPknnzU9DPDbEyeZdMn+/uZq+SwXcRwQhRqIaxSUq2Q31F2Pul9UlUw/j1jvL\n2bdf4YN3U2ic/efxHQsGqcb27URwwbxSFgxIZfDPFbRNlri/jZ2n1wd4urOLEb96aeaW8JgErm9q\nY9RqH964ysGgQqdUiee6uNnjl4mrGhFZQ9Nksh33IwomNBJIogeDYEdVI3gs5+FL/EZR5Bs0jm4K\nMAkil1vT+Th8iO6mFNbEvWQY9Of3sLMpbwVzWZzag1sr1pMmmolrGkMdOdxrb8xzgZ3UM9TO6FAT\nPhIVq4mWLkMObEeJHMK//RnQZJwtH8Pe+C6CuyYiuY6+CEUKviKw/TlU2QdqHE2VOUzfbknti6Xe\n5VSsG4wg1tTwDAiYKjmtA2ox3ey3kGpoThebXn95a3Quh+IbyDSe/AL4V8UpIRDHTamO+3vlo+ot\nya331wxQ/WBOmBXr4jWYsYvLVPKKFFo1kbiol4XUZJF5P0Xo293CR9/oNVwWrIiS4jbQtZ2JtVvi\n9Oho4tPvw7RoXH1784sULu1r5dHJPm69Uh9XMgr06WbilyM4GwUBxk71M/ZeJx63SCyu8flUD/vz\nZM5oUfNxiYDDWK3k/7w8xvT3wnTrIpHqEcnPV3h4hBNzpRa8eGmM0Q87sdlEXpoS4LWpJ5YXXQOa\nRmzTT5jb965xOLZ9VfXnDUsxeOpjbNjij2fXQEePxIGgQttkiX0BmUd+87O2NI4AjGnv5KfCOJZK\ngV8cVVmWH+XT8zy8syNUda8UDXpl6kLLJFRrwJlWnV8yrTJH2vkHAoOXgxsJagkuMmfTqZIBelsi\nyGB7Nm0lF73NHt4M5bIqXk43UxK5SoQzTToDeZIgcaElDbdoxICAQRBIN5gZYm9cY4zipZ1QooUY\nLJko0UJdg9MUHE3uI3TgfV0QujsQ3Psawb2vHffWH4bkaoct+w58v48gqeNblFSSQAiGmr/ncjWK\nWik4VS3Bjugi6jmr74OsxVgZertKQBaFFRQN6tn/aoUBThynhEAEUGM+QAA1gWC0Ikg2lFAhBnt1\nOtc3iyM0rFfzluzYn0DTNMwmEV9QpUVjIxNH64Lkkt66RjDkSS9ndzBRUKKw5P002l1WRL/uZjq0\nrl6xc/MVlv4ao8xXvWeOxTU6tpZIctW0XCx6L5VHJvt5+u8uzrisiGsushEKq0x5tLYA6+isTqna\nsCnB1q0JJr3gZtlPMUwmgaU/xjiznURWpoFJ04IUlyic29OMxSLw8/IYPduHiK6YQ3jhR1j73UB0\n1feo3lJs511PaOGHuAe/QGjeu6SMmYFSlo///afRYmEiP35BbOOPZPzjdwDMrbsj5+2m+IEe2M6/\nkfi2VTj/Nob4zrUEZj6P1OQMRGcytvOuR0zSA8NbJRmZsCnAnS3t7AvIFEdVHmjrYKtXZnVxnA4e\niQmbAlzWyEKSSSTHaaR7uolfimJV5W16ZNRtBjgeTIKBd4IbOd/csOrY5CRdU7rUojuthtizGVJp\nH2x5xLnTkmqWUPCrMkodgRNKrBR7k/twtRxLaP900BQ0OUjcuw574yGYkrtSvvoarJmXEymaW6lh\nCxjM6SBKGCz1kcP7cbV8FFNyN4p/PBujowWO5qOoWHcH7jbjiZUswWBtgBzYjmCw1hi/Qo1WWRXd\nhvq4DFnkxTcxo/w6BEQsogsT1ee8tilEpzSJK5rW7OdUwilhQwRQKnaTKFpPongjoQ1vkCj5ndiB\nH2u0OXIrexiTxySRkmSgRycTu3NlOrbRBVA0ppFXpMcUNmtkJMMjMuc13QmiadCpjYlJ71bXFNmf\np+APachyzRfHYRPJzVNQjmD2T3KJLFwR5ZcNca65yEbnthJrtiT4Y2BBQUzFfEQhGU+KyO232pjy\ncoDX3gyyZ6/MHXdXMGFSAJ9fpVkTA01zjEye4Gbh4ihzvtMdNHLRQeTCXIz1myFoGpZuF6Ilorju\neAb/O49g6dIfNBWDpx5Jw14h5ZEPSOxaT/LoGVVjq2E/sc0rcN/5LPENy3BeNxKAwHtPoIX9WLpf\nguotJrG/mkzg8mwrfbLMzNwdppHDyNaKBFc1tpJiFnBI8Euxrq0/vzGAL67ikPRrbeaWCMRVzskw\nkVA1bl5WfvQHfxQMsbdjb+YtdDPVXZLzZOASjQxz1C4l4Gg8GFeLRymY1wBrg+vw73gOa4NrARVH\n079XZbUIRivJHaaT3nctoGF0tiK9z2oS/k1Y612pCztjZapmeB8GSyZpPedjy75NJ5IADJbaKXWr\n4oUcGY3S2NSdA4nfuC3lUwYlv4JTTOdWT3XO+RkeifLoX6+S3snglNEQpczqMo/mbH2LIaVV15zQ\nNPh9Z4LcPLnGeVdfYGX2/Ag2i4BBFJm7JILVJhIIqrTMkaifAQWlCo/f52LECz5+35ngxYfcjJ3q\n4+1nkul/eylfveahbXMj6Ski0ZjGe1+GuP0qOylukRS3yLa9MreMLmfmxOrt/JC/ObDb9B/zJX0s\nXH5e7VU7y1xzPVuwKMqBgyqvTUtiyktJtOtcxLIFaXwzN8L6DQnOaCdRvFR39Dz9hJvlK/XPgtlM\n6qSFGDNzkHLaEV78CVrIh6VTP7SQHyVvN0rxQQwZ2ZSNvQLLWRdjrNcULRwAVQHRQGL3Rqw9LiPy\n02zc90wA0UB0zQI0IPnht4muXYziKyf0zZuYO/QBwGMWae42cnFDCzajwHn1zAhAptXAoBw9HOS8\nemaaOA1IRwj+wrBCQtPPv6eVnXtaVW8V76lYyoLYQS6xNCZJNPFLrJCDSpD5qZeTY6wuuvWA9yc2\nJkp5Nelc2kvVttZtcgUTAuvYEC/lfHMDnnafhfUPOcnTQ1t5NbiJG20tGOZoj/koKZ+HuRARILBt\nHJa0fkQLvsXRZCi+3x/EWn8QrlaPEymch9GRSyR/FpaMASR3fItI/pdIzjZEi+ZhSu5KyfILsKRf\nQNy7FsnVjpKfe2P2nIur1VgCu6eRcd66WuNfZm3ComguAyx6LZg0Y3PSjM1ZGHieYnkn96R+V6N9\nfkjhxpb/G3GH/y6cMhri8aCq0LmdifVf1c7znTkxhfxihcxUkfqZRnbnyrw3O0SLSkfNmlnp3DSy\nnL15Cme1N/HLxjhPD3Nz52MV3HaVDVGA50ck8cpHQUbe6aTf2fpW+46r7VxyTykCGg/fWbOA1MN3\nOHh9ZpDrL7HS5epijCewdHl9GgcPyYx8xAfAyAcdLP0pRlGJyjdzIyQnVT/u4mKFX37VbZeC0YLm\n0wldRZcHQ2o9LOfomRjGBs1RKgpRI0HKxl6BIaMxatCL5awBKN4SECuFgShiu+h2DJ4somsWAqAU\n7EcpOkDJsD7E1izE3K4HyaNqck62T5GwVXrZO3pqM6q0dBtrCEOAwa3seMx1/3TvtrdjrKsLmaKV\nCyyN6GpKp5nRzYzwNgJHeFwPKgFut7UmrFUvgDeWL2Cn7MUsGBjl7Mg3sf38rXxB1fcHlADFapjp\noc084zoLrxpjmPdnHvevoi4ocT1jx9PtC8KHPkFVQoQOvI9v61iMtkYEd03CnnMvCe8ajI7mGB0t\nSO70D7y/P4QpqTPOlo+RevZcInmzyOi7BimpI6nd55DwriWt14+Ecv+Bf/sz2BregGCoLch+juZx\noaUxAAGlkLfLLufpwia0t17Njcnv1WpvEgXWFtcudnYq4ZTREI+HA8uyWLclzoEChYzUmiu+IMCE\nkdUxYR3bSNxzXbVWYjYJ5C6tSS0FcPl5Nb2Ov3+rb88CQbXWMeUPxfC+XhQlNVlk4j+CjB58/Gp7\nAPO/TWXEKB8vPe9i+MNerDaBYEDD6RLZsjVBLA5798k0b1fE8iWp3H2nHTVQjhryEVrwIUktu4Ai\nk9i9EWNDndxWtLvQYlHQQHS4Mbfuhu38G/G+PgJDZg5KeSGGlExEi53Q168hJmcg2JPQYhHsl92N\nsX4TgnPewNi4LWqwgvIXb8Pz5OcndD3/DFbFC5kXy2V9vJR0g43V8WKutzVH0TQGln7HkjRd0Nc3\nOPCIFgKqLgC2yxW0MiZziSWbFbECvFqcl1w92CxXb8evKpvHxZZsGhtdXGhpxBeR3RgEsYYd8kgY\nTGk16LziZSuqPkeLRBLBHQCIphQEgx1RSiK0/21ixfNBU4nkz9bZsQ1WipZ2wmhrTKRgDnKguoxD\nSpePdMqxOjDM2YmYpmAVjMjEucw1nojm472ya2lpOZ8yeQ897HfT2jIAgL4NzGTYT20d6dS++iNg\nEKHrGaYaOcVxubahXFb+9axD0RasPf4fdl2PTPbRtrnEPdfbueny6tX/4x/DqMeYwt132uncowSH\nQ+DCfhY2/p7gt9/iJCeJtGhuxO0Wuf8eO1NfqZyDImPu3I/oijnVc8lohJyr1w3RVBVjAz1O0XnL\nE4hp9Qkv+AD7JYMJz3uX4KcvofrKENMa4LzlCRyDHiQ8/33Kn78FTU4Q27Sc5Ienk9i9HkuXCxGt\nJybcDyMa00jIGr+si+MPqMTiGsVlejxnbp6CL1DT5tXFlE4zYxJOUeJue1uWpF1BT1MWe2QvB5Rq\nm+7Xkb0siR3CKepa6QMVP9LRlMbKWCEvuntwr70dl1tzeNSpm1qWxvJobHDSwOBgn+ynV8mXLI3l\nsSh6kM8iuyhXa+dLe87+hqwB+TX+JZ35Mvace0g9ZzEGi85pqMbLKVt1Ff7t4/Bvewo14SeSPxuA\nUO57aEoENVZM3LsONVaEObUPWRcdIGtA/lGFIcCZUlrVdj/Z0IgsqR1oGkbBxJbIXFyGeqyJfFzV\nPihrKKe2CfF0LvOxsKNAJsUhMnNFmKbpRlpkGVm0Jcq9/RyI/8KdWxz5AiMSmcZsPGImh+TdpBgy\naWTUBc+hQoU5iyM0qmdkxpchZr/iYfJXAaxmkR15CVo3kPA4BQ6UKLRqKHFxlxNnND6Up5BIaOQ0\n/u9vDlR/Mf654zHldCW64Vu0RLVQSb5rBqItiWnvBbltkB23U2DEM17qZRion2lEEDRSk0U2bJW5\n8zobyZU1uX+LFzPOv5pNiTIOZN0KQOuimTgEE22kZN5P1gl/+5R8xTBHezINNs42ZXJWyRfcbmvN\nc/41HMy6rdZcLy79lhyji7XxEl5wn80u2cusyB5utLagkymdRgYHLvH4mR6lKy7A5OmJq5WeJ178\nY3dSun6K0db4X7qXxapMunjsZ5rQonxacReHEuvJMfWgUN6CSXBwX6puFggnNHIDMq1T/vfIYE/n\nMv8HsGZvnP7tLPRpbaahx0CRT6VLjolYQsNqqvv+K6gYjqN4J7Q4zU3tMQtWkg1pWAU7klD9Mg28\nr4wbLrWxfa/M7ErShxFX1tasvl0dPSlhCNCg/n8vxkzTdPPDqm1xzmptQnSlE1n9OWgaoisDLREh\numEuhpRGxPf8iuWMixh2e3Ug+uTHa4YdrdkU5+G7HTWOSYJImsFKilIdjnOeuQGpopWZ4R1Vx1oa\nk/FpcdIqw04yRRttjClcZm1c59wNgsBBOcjd9rbMiuymqdHNCEcHupsycZ+AIDwMU8rZhA98iBot\nIFL4HWgaJT/2JGtA3gn3UaoqzAr7UICbbEl8FPayVY5xrdVFb7NuypF9u9DUBEZHIwTJgVc5iFc5\nxBnWgeyNr+Bi99O4xJrVKUuiKv/LtIJ/Bk5riP8ktsulHJR99Lc0rXH8s8hmrrNWx6kdUHwMKvuM\n1el3/7GLo6L+uQUYRBBFgf1Latsm/1O46oEyhlxv54JzagrdUp/CoRKV3fkyRRUKd1xkJ6FobN0v\ns79AxmAU2HFQRpY1UlwiBhFCUXDaBNpVaqa9ztQFVsHweiTf+S7RTT8QWfMFzotHE/juBUxNu+MZ\nWrtQ1fFQocZ4N7yVryP7+DntKgBmhLYx0JrDhaXfsjpdr7jVo3g23c0ZtDYmM9jelnWJEt4Pbaeh\nwcFl1hxaGnXh61fjVZrfbtlHlsHO+SVf80v6oKoxi9QIGeKJx+5parXjQhCNaKqMIJ64VrZdjvGk\nv5gkwcDfbG6+iPh5LSmL68oP8llKtT0zXrIKydMRQTSR0CJMKj6LxqbunOccwfboQn4Kvsx9qQtI\nMeZUnROIaziPstj/f8ZpDfG/gJ1yGb/GD9LQ4KaTlMV+KghoMS4u/YhB1rb41Sg2QWJl/ACLYnu5\nydqeryPbGGRtw1j/Yp519TuhcfJ++s/UlT4eOrSWaFxHHZdUt4FUt4EOzapfYisC3duY6N7m5AgC\npKxWVPzjDux9h5By90wia77AM3wuZVMvPeZ5O+UELYy1hUi5GmN7wov0By19VmQPTY3VjrE8JYhb\naMjPsQIG29vSSUpjtLySMyUPOxMVvBnczCE1yGWWxtxi0x1Mr4Y20d/cCKcocXnZd4TUBJOSerI6\nXszd9hNPf/uj8DsZYQiQLhppZ7RQospMCpZxjsnGS4FSupmqhXK8ZBVqtJqXUhKsjMnYBEBufDXF\n8k7Ost/OZ957ubeyTs07W0L0bWDGaTp1xcJpp8pJYK9cwZp4PhoaeUqA/YqXGaEN/Jx2JwYEHnf1\nQRKMZBuS8KlR3g6toZc5mw/CG2oIQ/9XjxPf8ROB716k5LmeFAyvV+tf4UPZlL92LZENc1F8hSc8\nx363lfL6x0H+/qwXtdJAHgxrXPVAGTv2VYeYPDrFxx2P6rnXAFc+UMb4twJcO7ycSOWxw5k5ACvW\nxnjoBR/+4J+r3Nv76QWlbN3/hpYIk3TzayhluXW2fcxXxuaEHiq0Mh7l60iI10I+8hWZLyK6k2hQ\n2TxutbeqEWID8G10Pz1N1dp2ApWdsg/5CL6ghakDWRMvpqc5i1ZSElmijYCaQK7M0Z7q7sXnkd28\nmdSXdpKHAZZsVsYKCWj/Waq0FNHAcKcHl2jgG08jhjs8/BKP8KCjOp7SlHYWSjifwLqnq45FVB8z\nyq9nT+wnzrReydn2u7nc/ULV93e1tdPUfeoKQzi9ZT4pzI/uxiIY6W1uzE65jF1yGUVqkHwlwF65\ngneTr+CD8AZusXXAp8aYHl7DuaZs3g6t4Z1kPdyjYERDjCmNcAwYSfjnd/AMnwtA4cM5aJpK1qRc\nSl7sR9qohSCIyCX7KHmuJwCiPRnP0K8wZh49R/hggcJFg0t5ZpiLz+dF+HRyCo9P81Mv3cCHc0Ks\n/DSdW0aX06GVRLrHwIp1Md54Kpmd+2VuHlXOu+OTmfBOgPdfSGHOkggDz7My4Z0Aa36P0yJHol66\nyH03OGqNW/byFajBMqT6bTE164Fv9mMYkuqR/kTdMXqHEd/3G2XTBpL2yI8YM3SnUvEz3VHKDpA1\ntWY9lkkBL8miyB12F+P9FRSqMi8npfF5JMi1Vn1ORWqYDLFmTF65GuWQouc/nymdGBFvXFMxHafW\n8R+xLhBne1jmLJeJF/YHeKtVMk/v89PKbuT6DBvP7POjAk/muBizx4eqwYRmbr4tjbLGH+fxHCdf\nlURZVB6juc2AN6GRH1cYk+2kOK7gkzUuOaJ+zqp4hPWJCD/HwsxMaVBjLpoqo4TzECUnojmFsFrB\nwsB4cuO/EVALuDbpLTzGxqQYGp/UNf5/xZ+1ZT6tIZ4EYprCTlkPYI5rCnvlcqxI7JMr8IhW9ssV\ndJb0uDMVlXXxfM6QMkkV7UwL6hXg0h//FUNqNoEfXsIzfC6hn98junkBCAICGuEVHyAYTWhynNKX\nLqD0pfPJmppP8l0zyHhuC4HvJ1A4sglqqKLOOa7ZHOfCnmau6m+l6xkSmgblPhVPkliVg53hMXDv\nDQ5uvMyGVBkUnVekcGYLibbNJFo3kZAVKC1X2bo7wdeLdIqxXl1MXNK7tq1MDVUQ37uatNFLsPfR\ny3haO1yGUn4QTTmxQF9jRnMS+dsonXwx6WNX1tnmIWcSd9j1bJNHXcm8nKSTMgTUai3vj8IQIEW0\n0FioqFMYylXlSg//nUBGPmlhCPCLL4FDFNgfVbi3gYMxe3yUJlTOSdLtpUVxlQEeXaClSwb8ssr6\nQILlvhiXpVoYssOLT1Z5q1USEUXj2aYuPEaRGQVhihMqre3V2ttQbwHL42HSRCPnmmtfsyAaSZRt\nRDDqz0sUjAx0v8Tf05bxWMYOmpv7/GWE4Z+J0wLxJNBWSmN9ogCAdlI6Qx3dWZco4O3kgdxka8/8\n2G7aSnqmS7Jo5eOUa7AKRl5w92eYo3tVP2qwlPRHl+OdcQ/2XrcT+uldpPptyZx0AN+sR0jkbUYN\nlKDFw9jPvYvI2q+JrJlF4sAG4rnr0BQZ32cP45/9WK05Ns02Ek3AZUNKuaS3FU2DC3qaWbY6VrUV\ndtgEbnionOHjvVX529n1jZzbzcyjU3yc1cGEomj06Gjmh+VRZk5MwWYVmbMoyor1sVpjHqaiQjTg\n/+55fF+MwXnpoxjcmSgle0/o3hY92QmpXmsMzlSKx3U90UcCwJ2VQvI33yPkRuaw2jeGeaU6y82S\n8mvRNJnd4Y/4rqQ3fnk3UaWU5RW64PbJO1lcfg0Vsk5SUaGWEVIDbIyvYmVsMb0LcyhWCtDQGFsx\n5Jjz6OKS+C2Q4NWDQVrZjByKKdxT3860g/p2vneyiUXl+v2zGQS6uEx0dEq0sBqJaRpTmrnp4NDt\nib0qhajNCOObuljrjzOjUGdXUtCwCiIPOTxcbXVxjz2ljtmAFisHVTeTWISTi/88VXF6y/wnYGls\nHybBQE/T8evpFo5ujrXrNbgGPknwh0mo4QrCv8zEft69CKIRY0YzNCWB79OHMbftj+uKp4jv+JHo\nloW4Ln+c2K4VCJKFRN4WzM17Et+5HNc1z1f1f8vocs7tYmbbXpkh19tpnl23TaiwVNf++nQzI4pw\n48Pl1Es3EI5q3HqljW6VAeo//Rbj3K7HZpRRQ+UUPaZ71s2t+5Jy90fE9/xK2atX475+IrbuNxz1\n3MNb5sPbY98nI7Cf/wAlz51Ta8t8PKwPPI2mqUiikzMcD1EcX0lCDSMIAgkthE3MoCS+ljaO+9gW\neoPW9nsJyrlE1GLK5Y20tN1FuVqChIl3g5MpUQu51Ho9yaKH7yNfcKH1KtpIHU9qTv8u3FB+iD1y\nnKttLn6IBFmS1rhWm8Dvk3C0HlJFDFEXlq+MU1auMvDSkwvf+v+G017m/0foa845xrcqRyriWiwE\nSoLAd8/juuIpSl7UMw1iv/+A+/qJmJp2B1Ulsm4OsS0LKdmykKwph4hu+h5DUj2kBmfgn/0YqSP1\nfOGK94fUEIjDbnHSqa103JUuM1UkM7Va0N13g4N4QqsitD2M4wnDI2HK6QKigYIH6+O4YLhuAy0+\nMQ1RDZZR/vbNeO7/Au/Hw094zCPR0VmzkmK6qUfV56LYSlJNXUloerZKa/u9ADiM2TjIJs2ka6Up\nYhpbExsY5hpXo6+Wf+BT/G8jRTTglCzsTsTJMtT9GjvPqGYw14AtW2X27pOxmk1V3roAACAASURB\nVGHeghj16xtISxUpLTvF01OOwGmB+G9Eke8xVM1HVtKrNY6bcrpi6XwVvs9HkTL4AwSri8Dc5zA1\nPVtvIBrw3PcZAIHvXqBwVFMEs5NE/lYEo4nUkQspnXghnuHfIJisqMEyRIduH8tKE/8ptT+ngQGH\n7V9bZO29BxNYMJWsqfkUP9nxpBi0i5/sBJIVNRogsX9t1fFE3hb8sx4lkbcZLV6zXILU8ExSH/rh\nhPrPMPcgrnqpZz7/uG3bSB1OeN7/LUx1Z2IUBMKayvfR2qmgf4QAWC3w088xJr7gZtHSGN26SCS5\nRSq8pwXiYZwWiP9OCBoWY23NIvzLTNRQBWrYS/HT3XCcP/SoXTgvGUPiwAZiu1ag+IshHiG2dTGp\nD8/H/9UTaNEQ0U3zsPXQ62rUS//nMlFO9ryC4bX59ypmDMHc5jwiqz5DCZYhWJyElrxOdP0cTM3P\nQYsFiW78rs6tcMaE3QgGifLpt2Hteg3BRa9QOLo5jv5/J+XeTxFMViLrvyG8fAaJ/K04zn8ApWQ/\nBcPr4Th/KM5LHznunE3iP8EQfpJQfIW6cD8Ch683smY23pnDQFMxNe2O1KgD4V8+QqsUaLbuf8N9\n3URqEV8egTG+Il5wZ/BqqJyQpuJTFfIUmUFW11HPOYymTYxMfEGPxXzxOfdxWp+aOC0Q/43IcD1L\naWBCreOeYXNI5G8huvkHsqbmEVo2neCiV3Bf82Kd/Qi2JFAVjJ6GaJqG78ux2M8fihYLkTU1j9KX\nLsDW46Y6hdRhZE05pHPzHQ+aRsGD9Y/6tWhzkzFeL2yeMX4roi0J0PDPeRrnhQ9R9Fhb3NdNJPPF\n3YRXvE/g+wmkP/4rRWPPREvULohVNWzET9G4rhgzmhPJ2wxA5ot6/eLY1sX4vhhN2thf8H85lszn\nt6MlopS/dSMIAsFFr2DMbIG1y9XHv76aoxJaNh3/10/V+W3SrW9hbX9xNcXZCSA4fzL2XnfguvpZ\nyl69mvjuX1DKcil+5myMWa3IfGkv/q+eJPzrTBIHN6LFo9jOuY34vt8I//oJ4V8/IeW+zzC36FVn\n/y+4dXak4Y66w4dimsasiI8bbf9+4f9XxGkv878RqhrGUUmtdCQS+VsRbSl4hn5FfN8aRPuxf7zJ\nt76JMa0JZa9di6lRBz1eT9NwXz9J769SgDguHAFA6ojvyZpyCGNaDhnj1uG8eBSFI5setf8j4Z87\nHoCUwR+QNTUfc+u+2HrchGvQeKRGHbCedb3e0CChxXTNpvzNGwgtfYuy16/F1KIXct7vCAaJ2I6f\ndAdQwXYyxm8h86Wj2xM1JYFn2BxMOV1wDhiJYLZT+FA2kdWfYW5zHvZzBxNePgPH+UMJ/fQPSsaf\ni9SwPVlT8kh79Ce8Hw2tQQ5xPFS8N5iC4fVBELGfc1vVcdGZRuaEPbiueArv+/dQMKIhBSMaEt2y\n8IT6jaz5EkNaDkWPt8fSpj8gUPzM2QhmO3LBdsqmXobriidw9B+GFo8g2pMJL5+BFvaScveHmNv0\no/z164humnfMcZ7yl3BD+SGe9BfzbsgLwPfRAItiAYwChDSVa8tzGecvAuCOioPcU3HohO/PqYrT\nGuK/Ed7Ih5gqGWyOhFSvDWgqJc/3Ju2RHyGnK96Zx3YkJN8+nZIJ/fDPeQb7uXdSMuE81Ip8Mift\nr2rjHPAwwfmTKZ18Mea2/dGiQbxfjEGL+NDkGFoshGA+uscRILT4NdKfWIWhMifWffWzBOZPwz9L\nr+WcOuJ7faxLH0Eu3kvZtIGkP7VWtxcKImqogpIJ/VB9haQ+PB+pgc5Krkb8qBV1ERjo20ODM43i\npzojWl1IjbuAqpA5KRfQKH6yM+7rJmBucz5aIkrhmBZkPr8DLR6mbNoVqBEfKUM+pnBUM10TPgY0\nJUHhw405XA/W/9UTulA87z5EZyqBOU9TMr4XijcfBBFb9xsI//IR/s9G4RcE0sfVZqauC+ljV1A4\nugVSdke0WBD3dS+RyN+Of9YjBBe+jK3nbYSWvYW100BcVz9LdPNCyt++GUQjUv22VLx7J5kT9yMY\n606FTBFFmhtNjHamYRMEDioJtstRrrcmsSAa4Bl/EZ+nZPNaSI+bNQkCw+yp/BgL0ttcO7D+NHSc\nFoj/RqRUejL/iOjvPyCIBlJHL8E/61Gi25Ycty+DRxdQlnb9CS55A2vHgTgvGVN7zLs/ovztm3Be\nMAwpuxNoKgUjGmJu25/ip7qQ8fy2o46hlO4DIHHod0pf6o8a8Vd9J5isHFlUOjh/KlrUDwYjhSOb\nkjlhd1WGyWGUTrzwuNclVHpINSVB5oTdCJKVkhf7kfnSXrRYiMLRzcEg4Zs9FmaPRSk7gKPvEATJ\njFy8B0v7i7H3qSTO0FS0eESf61FQ+FA2Sbe8RmjxG3iGzkaNh4mu/Rr/nHEk3TCNrKn5qKFytFgY\n0eqi7JWrSBnyMRXTb0PTFIoebUPG+K1H7R90IRuYO56sSbkUjmmJlohS9vKVpI1aQtpjyyl9sR+W\n9pdiTG2CJsdRwz4iv84EBFLumI73U70eTdmki0gdXfdvI0+RGeHwMCviwy6IXGl10cxgplRVyKuM\nPRzpK6ClsbIiISKtJQv/8OWfFojHwGmB+B/E4awN0ZaEqWl3Qktex9brdlyDxh/T/gcgmHTNzvf5\nKJJumEb5O7cTXPQKGePWITVsX9XO3EYP4yl7428YU7PxDP2KrEkHCC56hdiWhcR2/Ii5Ze86x/DN\nHquPJVnJGL+NkvHn4LjwQaxdBlEwvB6pD8+vapv0t0lY2l+MFo9QOKoZ/jnj8Dwwm/ieXxFMVqIb\nvyOy9quaDhRV1h1DR16XZKn6P3Hod2KbF5AyeAYFIxpwOBlbNNsxtzwXwWQjvmsFwaVvElz6Jhnj\ntyJYnJQ81xPHgJEY05ro9+emV+q8vuKnupA8+H19MRq5gNCyt/B/PY7k29/G3ut2vB8Pw/vxMACk\neq1J5G/D2mUQxrQcXFc9g6lFT0qeO4fQkjewn1f3YgdgSG6AMb0pFe8Pwdr5CsK/foq181WUvNi3\nqk3pS/0xNe2O4/yhFI09A8FsJ+2RZaiBEgSzHWubvkRWf3HUMSyCwCcRH00MJn6Jh7na6uLySsfK\nmVLtmMKXk/Tf10T3sX9npzpOC8Q/CVo8SmLvZqSmZyJIR2F8kfUsBTVcQcGDDcgcv5XiZ7pXhcwc\nC2qgBESjvk19dRBpY5ZiSG1M4aimeP4+p0bb1JELKH3pAgTJpmtLgohcvA9jvbaUv/E3sqbmUVdM\nfmzbUqxdrka0JVEyvhepY5YRWf05sc06gejh7S+Apf0lAAgmPW3M0X8opRP6k/bYcooe71BlX6wB\n0YghqeYLKVRqK8XPdMfR735Cy2fguGAYqCqCQarcNtdGwYMNiPz2BdYOl2LtfCWCZEFLRAnOm1j3\n/QuWogTLsLTtjxYLUjC8HhnP/o6992AKHmyAVL8tWVPziaz9Et9nI0kU7gTA3vceDJ5sbD302sUY\nJPzfPHNMgWg540LsvQdT/PRZGJLrk/nSPgrH6PnnWZMPgaib7sOrPtOvu/9QTDldKXm+N1KDMzF6\nGpI4sBGA+O5fMDU7u9YY9ztSqghhLz9JFvLTODpOO1VOELGNP+H/4Fn8743DN11PmUvsWENw9iug\nqUR//R6DJxM5dxvx7b8R/GQioa/fJPDhePwfPAuAJuusKKLVTdbkA2AwYvA0OubLBRBa/h5FT3QA\nVcY16DlMLc/F/82zFDzUCC0eQWpQs06wVF//O+WBL4huXkjpS/1JumkapsZ6OEj569cfdaykm15B\ni4dx9B+qe7/nTaT8nduOG+9XNvVykm+frgtI8cR/VkKlVuO48EFsZ99Eyn2fUTBCz/g5mjAEyJyw\nB/9XTyKY7Pq9eLA+lnYX1NJAD6No7JlYWveh+OnulDzfB3vvuxAdHgoeysZ5eXWgu7XzVWRO2EPW\n5IMA+Gb+HYDSSRejKQmsZ+gpgd73j/7Mwqs+JbhgKlmTDyLakikcmYNotmFMb1rj3tjOuo7Uh+YR\nXPgKwQUvk/nCDswtexHbswrXFU+CIOL7fFSdYzzorc2AVBSZddQ5xZQCvPG6c8RPoxqntEAsSmxl\nVegN4lqQ9eEPKEhsZG343Trbxn6dhxb0IUgm3IOfI75tNaFv30ENVIAgkti3GUQDUpN2JPZtAYMR\nS6+BqOEArlv0rehhgWhq1oOisWdWakFGjCmNEB2pyCV7ie9dRfCHSRSOaUHB8HqUjD8X0ZaCIaUB\n6ePWE/zuRVRfIcm3T8d99XNYu11b53ydFz5I4UPZeD96AEunK1C8BdjPuRXBaCK28+da7aNbF+ua\nGWBIb4ZgdqBFvNj73QcGCanhsTM10h5dTmTd1xSNPRP3FU+d6CNArBSItm7XEdu1Ai2iZ5KYmnY/\n1mkIkrkq5Ca67muypuTpWUCqXKtt4LsXQRCQGnVC8RWgBIoJr/yI+K4ViM40HOfdX+cYWRNzSeRv\no2B4PZTyXIrHdcN93QSS/jaFyPo5dZ4DYMrujKXDZRQ/2wP39brGqoZ9iO7aZL9Sw/YIkgX3dROI\n7VpBeNWnWDteTuD7CSCIR6V+O0OysDURY0qwjLsq8nnSX0xUPkBZdAHe+Epyg1PxxlcSlndRHltC\nWNmNqkWpiC1jl2/0Me/tqYxTest8KL6KA7FfUbQEHmNTLIIbv1xQZ1vXPc/X+NvUuhum1t2qv7+1\nOm3MPuC2qs/uI89T9Jc1vHwGaqgc36wxeIZ9g1y4E2NaDvHdK7F2uhL/1+MwNzmL5Ls/RC7eTWTd\n1xjcmZS9ciXpz/5OdO1XFIxsAnLsqPm+jgEjCcyfQvoTqxHtyRQ9fiYpd39E5kQ9mDmRu053ulSi\nYvqtesBwsx5EfvuC2NYlGJIbgACpw47+8h+Gb9ajuK95HtGRgrXL1Xg/GXHcc/6I+N5V2M66DoDk\n2946bntr5ysJLn5N3+r+9gXeTx6qs11w4TQyntuM74sxmFv2JvmO6UR++Ziy164h45mNRx/gCAJa\nz7BviK6fQ9ETHaoWNjVcgWhLrvNUc6s+GD3ZlE66CNHhQQ2WEd/9S51t055YTfGTnciafIDAN88S\nWTMb0eFBEARdyNeBwfZkVOBmWxIaGi7BgImhaMioJHBKZ2IQHKhaBLMhCwEDgmBEwIjL1K3OPk/j\nFNcQO9tv55qU9+nh+DstLZeQbGxMX1dtBpl/BmqivPbBw6lskpmsqfkk3fQqFTPuweBphGvQeHyf\njaJs2kCUijyS7/5Qt0G565HIXU/iwEaSb3ubxP61RH6bhWi24bz00WPOwdz6PIoea0vp5IuxdLis\ncis3DYDyt2+paicX7QJN1eMOW/TCmN4Me+87SX1oHomDm5AaHT+VzZiaTflbN+K44EGCS96ofelH\n0IAF59R2eqgRH3LBNoqfPgvQ4wEBNDmBb9zDRObXFspSo2qihdjOFdh731WrTbxSGw58Ox7XpY+S\ncte7xPf+hv87nRhVtNct0A7D1FivuhfftQJNVbD3H07KvZ8CUDqh/1HPKxheDyQzSbe+ia3XHbj/\nNvmopgSDMxVUmdIpl5D22HIyX9yFpsiYW/U5av/JooGvIn6+ifoZ6yvGLAgIgoQoWDEKLgyCbpsV\nBSsGwYEoWBGQAAGDcGoXoz8WTmmBeLLQEnHUYN08hEdCiR4gVraAcOEnRIu/Jpg7GTmytzKrA6yd\nrgR0UtXk26cjF++hdNJFeshH1E/ayIX4PhlB+hOrKJ16Ge5Bz5M5KRepfhsSh35HDZViSKqH4/wH\njjmPlMEfAGBu2h331c+hlOzD3vuuqtCSwyid0A97v/uJbV+G94N7sZ97J+Y2/XWShmOkFda4N6qK\nUpqLXLyb8PL3aoX3xNYsxPfOGHxvPojBU5PMVDCaCC17G1OT7pjb1BQyWiiIqWtPlEMH+CMOx1SW\nvNCHpBunYvRk12pT8dHfsXS4DPe1LxL66R8UjMhGKT9UHYx9nEp1lk46sa9/3kTk/O2EFkwl8O14\nPXXQe3Q2nrSxK4ltXYz3g3uJbZyrO6aUI7fzGono71V/GdKaoFTkU/hwDoWjm+O8cHidzpTDWBYL\nkSSKtDKYcdQhaDVA1aA4rpLQNDQgeqz6tacBnOJb5pNFYv8mvC/fQ/ora4/ZzmBphCU9g0jxVyiJ\nUmLly3Bkj6jKpBAMEkVPdCDj6Q2UPK+HwBw24ivlh1ACJbpGociYm/eg4v0hqKGKKmp9PaPjBDgD\nRRFr56sILnsLxZuPve8Q/QXduRyAkmfOJu3xX9AUGdelj4KmItVvR3z/Orwf6k4D5yUnZm9y9L6L\n0OJX8X02GsVfQtEjrWt8rwYrcN/1Qp3nCrZk4ntW4Th/KMFFNbVH0Z2M9eIricydfdSxUwa/T/mb\nN+C8qPY2XQt7iW76noIRDbH3uVsPHVJlfJ+OOGa84mGYW/UG0UDKXTNQfYVYu12LUpGnB3QfA0ZP\nNpkT9xFd/w2xrYuRmnQj+vuRjimNqH8ukkX33Dt6D8Y36xEyX9yJ/5tnCcybdFRTxf+xd+ZxOtXt\nH3+fc+/b7DNmjH3ftywphBIKlcejlXYqLXgSlTZJqURJSSVRRKQilVK0INmy7/vs273v53x/f5xp\npmlm0FO/ytP9fr3mhXOu7/cs5r7u73Jd1ycgVJYG3NSQdYT1UKtUk2VlQQC7TuZHd4QaRpnO8Qbq\nmPU8dcTD4w3jeOKwh6cbnznn+Z9MzCFWQ3DL5xjqtECXWpvI8d3I9kT0GQ2Ju/Ep7fzmTwEJU/uL\nkXSVRYIk2YQ1XdvNtWVqUzkRcAFQMLU39otHVYg9zH+sA4b6nTC3G4j3i5fKjsuWeByXj682dvBl\nbyF19UbcqsJFJjuLA04QcI8jBSMSCcNeJrDlA2y9R2HIbI572cPEXfk4xgadKZjam7yJrbF2vZ7Q\nwe8oee0G7P3+g4gEcfQdq8UlnmXl6Jz765F42zyMDTqT/0hb0qedImd0TQJbP8TS4UqsF19fbVtd\nUi0iR3/EvfxRajz5U9l7UYsKCG34BkmvR5deffycLrkucUOeIppVOWBaKGHiBk/G2vV6vJ8+R8nc\nW0i4YSbWC4fj3/DuGZ9LtiVhrNuBwI/vI5nt+L56FSSJjBnZp40djZzaQeG0/lg6/ZvgT5+gOCuu\nTfud7yHrylM2jU17AFpxCKXoBMb6HXG+U/Xo3CLJdDNa6WA0M81TRKvSuMMBqRZcUUG3RCP6XxSI\neLyh5gRjzvDMxKbM1SBbHLgXaeEy4T3riRzdQTT7EK63tKoqutS6RI5sp+SFW8+6TxHR4hCjeQdx\nL3+MlAfWYKjdluR7PsAx6BESb3oNR4/xJN70WtlP/NXPYqzbGeXECfwL5lfqU5LgeDSMXdLxXchH\noarQ2mjB+Is4Q9kSR+FLgyiY0oPUh7/DeuFwPJ9PB7Q6hPFXP4c+qTbpzx3Bt24O5raX4Vo2kbTH\nN5/1s6U9+gPBrR/i/+4t0qcdp/BZLUA8uH3lmd9L0ItQIpjbDyqr/IJQkZNTsfS7gtC2TcjJKdW2\nz3u0HfqUerjerzyalXQGPCun4F09A0PddsjWRFRfCf7v54OqnPHeIid+wnHV48QNeoRo1i6MjS5A\n0hnIn1T9xoSIBjHUaoOhVmtsF91O2hNbKmTwAFgTrsNgOa/s37rE0oIaqkrSHQsRkSC2XiNLO6w8\n1b3OGk8zvYnXE2tyn728Yna8XqrgDGP8NmIOsRqMLS5ANllQ3UUYm3bGfJ6WhiZJEihR/J/PQXUX\nYbngyt/Qq/aLnXjz65hb90UtPkkkaxdFMwcjmx14ZrxAdPcugp+uInrwAOGNG4geOYxwusCgR9+k\nCe4nHkP4vARXfQLAKFsKd9tTuMISxzXWBJ6OS+fSX6VmJd42DyIhFG8h0ew9eFZMQXXlknzvcgCc\nb9+BLqkWnhVPUWPyLiJZuwHQJdQkLBRUIPKL2oYlamUZgfxJXZAMZqIFR8kZXRNdilY0N5p/6Ixv\nRfUVY2p6EY6+Y/Ctna0d82ujaREKIMcnoGSfIry1asGqGpO2a7US1cp1/fSZLbVRdv9xSHozpha9\nMbe6VFuSAEIHvjntvfm/n4/OlkzeI20I7f+W8JEfSBn/FfH/rnr6DxA+/INWMUiNoLpycC97pFKs\nqRLJIRIo3+H+OWdZKGFyRtckfPTHsi+tqnRpJrrzubDgKAJY8osUyxi/j5hDPA3B7V/h/WAa3g9f\nBElCdReh+pz4Pn0dyZZI/C3PEFi76Df3WzJvBMZ6HQnu/pKU0SuwdPo3aiSAY/RYzAMHgcFAcPXn\nGM/vir5BQ+T0dHQZNTF2OZ+4x55AstkxX3b5WV/v55g+Q602FDx7CZbzr0Gf3oRo0UnirnqCSPYe\nkPXYLrmHwKYluBaOwdxGq9KzIVzARPcWCtUQC/yHme87jAp8Fao4BUy6fT7ojQR+XIousRaqtwhJ\nb0KtJlD6l6jeIlR/CZ5Pn+dndQlRmtUj2Rw47hqH6cJeGDt0+VVDbZMiWnAU7+cztGDmX5Ey5hMU\nZza5DzQimncIR/8HCO5Zg3vpQ9rO+CvXVFvIVkSCyImZiGgISW+kxuSdOPo/QOHU3nhWPHXaZ8qY\nkYU+szX+TUuIGzIFpeBohfM6QzqSXHWhjRpP70O2JuDoowWFV5X141QV+ppsqMD31YTmAHxaTVxt\njKqJOcTTEDdsErq0uiSO1X6plLxjyMmZ2AbciZJ3HNfbExHRMCUzT59p8msypmfh+24ejv7/oXjO\ncAI/vo+51aVl582X9ME+6ux2d88WfY3GhA+tJ/H2+ehTG2gf0sKjWC8YTuqEteQ92g730ocwNu4G\nQOItbwJwkSmdKXHnkaGzMMzakOG2hiTLJnqbMir0X/z6cOIGPqyF7jTrQeKtc7UvkdN8WMsQKkpJ\nNoo7r2z3N3JUm64LrxvXI/fhfKRyNSAR1kSXvKtnYO5wJa73qy4Sq0uug4iG8H75Er7v3ya8fx2G\n2m2JFmqbVDljaxPeX3GkGM3aTd6DzVGKjuP98mVsPUcg2xLxff0qNZ7erz3facgZnUngx/cxNuyK\nCPnwb11e8d5FGCVaeZe6aOZg8h5shuorKRupq57CSnZ+oZKvKjzoyqOLseowms3B1fSwDDntfcao\nSMwhngbLBVdiu2xk2b9tl99B2vNaXFvi2LnE3/w0yY99ROI9lePuTkfu/fVIGP4qIhrG0nEwsi0J\nSV+1dknkVyLo3wQ/+Y1PofFzaprwO/GsmIxSdBL7Jffg/+4tcsbUwtbjVhJufJXCqT0x1uv4m/o2\nZLbU+la1yjq6pDo437kX20UjQIngXz+fkjduIvfBZtX2Yek0hIShz1L0ipZ5Ezqo7YSjN6Jv0hJd\nSlqlNqq7AEALP1KjGOq0rWQDkPbwehAqibfNw9btJizn/Yvwsc2Y2w0kbsjTIARFr15DzuiaZT/F\nb92OiIZQfSUkXP8iatCL7+vXqDFlD6F9a8l/sivW86+t9nkyZmST9sQ2PB8/SdGsIWUZOWUIgSxX\n3uRIvOm10njQbsilanrhw5UDuucmZtLaYKah3sh11qqrX3c0X4pNim2k/BZiDvEscKp55EQrFjd9\n3TWuWvsffuG08pUTBIW/wvn054+hOrOR7cnEXfFYhZjAX3NLYW+W+d7kZfdj3F7Yl4XeWawKnHma\nvtVTcd3p5zUq56LR2Pvdj86RqpXWKt0x/TneUA16Sb73wzP2/0uSR68AIO+h5qSMWYm9z72IoAfv\nl9puuWvJBIK7ViMCbqKnkSX1ffMmqs+JbEsifKy07qASxTZsBI77KgehK8WnkO1JFDzTE/eKKVWO\npACQZZLvXU7Ri1eQM7Y2ocM/kPHcUS2I/LPnsXbRHJutx62kPbZJc2YT15MxI5uUMSvJGZOJtev1\nuFdo+ePmVlqs5M8FeqsiuO0jSubeSuLIBQCVtKYl2YwteUSVbXNGZxI+sgl9RlPtvXw7r+xcn4Jj\nHFe0L8lbbAnkKBF6/mo6HuO/JxZ2cxZsD61Fh5757scYn7SA/eFNGCULhyJbMUkWjkR20t0yhCWe\nqURFmFr6przsHIVFimOAbSR6KoblFDzTC6XwGOj0Fao1V0UDfXPON1/MF4GlNDK0YHz8dF52Pwal\nIXQrCwOEVIgIQVFExaMIJtR1EFAq70zGDXka99IHKZl7K6G9X2Pvdz/hI5sI/rSK5Ps+wrXkAS3Y\n+VeBvtu8M/GrBZjlRLLDG+lgv5dM44Vl5yWDGV1yHZSiE/jWvUFw28ckj12FIbMlBVN7o0vMRJ/W\nEN/aOYigp9pntfUcQWjPGkKH1pePqIwmIgf2IEqKMXbpVsE+cmon1m434eh3P8HtKwlsXko0/3CV\nfRsbdMEx4CE8K6fg+/Iloie3Y+k8lNTxX6F6ClA8BSjObPKf6IyhVitS7l+N8+2RBLatwJDZCtWd\nT8Z0rcBt7oQmZ9yB961/F9kShwi4sbQbRM799U5r/0vSnztM4YxB6DOaYazXofzLAehjtjPHW0KR\nUEmUZGRJonesvuEfRswhngWtjd3xCzeHI9quYEgEyY+eoJGhA4s8U7jCfg+HI9sJqD5ujp/M94Hl\nJOsyiZOTiBBGJQq/cIqpE74GQPWVaCWr1syq9tp19U2Y5Xocs2wlTc5gVOFAOpvL6+oNSKk6uLid\no3JspK3bjbiXPoip0QUk3PAyatCNPrk8mNm//h1MpfFwP7PNOxOTnEBL640Y5Tg6oOJX8ir1nfbI\nRnIfaEg0/zDWrtcR2PAOJTtXk3jrXIpnX0vC9S/hWzun2ucELd0t/fmjuJc/Tnj/WoJff4apczeC\nq5ajFORWcojRgiMohcdxLhhFwrBZRHP2ESwtVVYV9kvuxn7J3biWjMe/cSGBbR+XHr+HyNFNqAEP\nlo7/IuGGmYQPbyS45yvSntiCLj4DhIpr6YMENi0h/ZmDZ6zoEz21k8Q7gs4VxQAAIABJREFUF2Gs\n0w5zm8twDJp4xpqXAJGTuwjtXE3CtdMIbl9JJLfiLv0DjurDj2L8fmJC9WdJnnKcVF1tvGoxesmI\nATM+4cQmJVConCJD34CjkR3UN7TBoxYTJYKMjB4j20Jf0s3yL0Q0TO64BiBUdPHp6DNbEdr7NQjl\ntKLsucpJauhqIVD5JriK7ubL0PHfqetpH0qJGpN3ENzxKZJOj2vZw2USn7++j4LIdnb75tMz4YWz\n6t+/4V1ci8uXEyS9CX16E1R3Hoo7n7RHNqD7VYpdzuia2jqkrEcy21EKDiOZ40md8DWqy0nwi5VI\nJjOWgUMqtbP3HYuj//3kP9WNlDGfkPdQ87MWuFec2RQ83QMR8qNLqk3qQ98QObaF4levJfXRH9DF\npxPYtATPqqkozhxSxn+FIaP6dVDQitBWm9In67Wyb9WghSvVI/HG2WXHfF+9QmDbx2f9TP9UYkL1\nfzI1dNqHOE4u/4ZOkLSF/gx9AwDql4qZO+SkCm27WTQ1OElvPKPmx68RCFYHlpKrnOJYdD/9Ldf8\n187wZ0xNuiHbkzC3H0Txq9eQ/uxhch9oWKk81bHgZ0RFALsuk4OBDxAIrHIqeslCurHq1EFr1+ux\ndtWyUiLHtxE+uQOl5JQWOiLUSs7wZyLZe5FKs2KEULF3KFXQk2WUk8fAWHXRXd+6N/B+/gLIOsKH\nvv9N70GXUJP0qdoIzP/9fAomX1jmzH6WEjU1vpDUiRuq1Tb5NakPfYNv3RsY63ZAX6sVsiX+tLKi\nv8RQpx2yI0ULGtdp/8eSNR57/+rXq2P8scRGiH9znnbdS6auAVtD31Gk5HGl7Ub+Zatc1eVsKHnz\nViSjGcWVh+opIGXsJwR+XIq1203adPXpfWUFW6tCoCL9jfbh/JuWYGk/qEyGACBnbJ3TjsLOZdTS\nwH4JLcRfQkIgkEr//k/mjxoh/n1+u//HecNTfWYDwO2Fl1Z5PDt6guH20cxIXsqCtG//a2cIENz5\nKYGtHxHN3oO97xjcyx8ndPD7soKx1TnD4sg+NrgnsaLoarZ6X6rS5myZ6KqsWvfzseWB6itkV4W1\n89AKzhA4rTPMViLkVJH18Wcz3XucLeHfnl0y27eTQ1EnywKHme3bybLAIQQwx7frj7/Jfygxh/gH\n8J7vFV5wTcAnPMz1PssC7wwUojztvI8ZLi1YOF5OQkXlRfdE3vFqNQlfc0/mJfdEjkT30dzQvsq+\nj0cP8kDxdbzgmsA9RRXTBI+dULjvQRe5eQrfbQjzwGMuvlwbothZOfMitHs1clw6SXe8ixpwET60\nAdvFo4gfOpXi2ddR46nd1T7fWtcYdJKZy5LmY5CsHAtWv3EB8KbvIJsihbzpO8Bk90941Aiv+zSN\nEhXBHN8Bvg7lcr/rR0Ab7bzpO8j+qJuN4QJy1QAPuk9fUeh5rxYY/X349LKgTlVheyRARAhWBV1k\nlBbi2BfVKg+94y/mQXcWVeeqnJmAUHnee4xnPcd4yH2wWrsXvMcZ69oPQFCovOD9bc4f4C5bG5ro\nExliacRdtjYMsTRCIBhiqSx1G+O/I7aG+AdQU1eXa2x3Mcf9NHFyAtfY7+S+osGMjn+ab4Or8KhO\nspXjFCl5mCQTCbImKlXf0IxLSzMJolQ9cpmT8hmKUNAmrBU/tgYD9LjAyN4DUYIhgdkk0bSxnsSE\nyt9zxa/fBIBn5RTMrfpibnUpBU9dSPrzR7VCCqcplBoVIVpYr0cvWdjnX8SliW+c8Z3M9R6kpymd\niXFNeNW7n4vNGawInCBVZ0EG5voO0MesFTRI0ZnRSxIGZM43pjLdu4eoUPkxvIt6+pqcVHLZGN7O\nnbZrWR38nnn+5fQydWGxfxU6SceT7lfZFT1AO0NzIkS42nIZmboa2CUrSwMlBITKRHcWN1u1936n\n8wQzE2oz11fILbYURrtOVjkyuNf5PCm6RB513MrCwOdcZ6ksq7o/6mOUrQ4WSUZF8KrvJOtCJbyX\n1AYVwb3O/cxMaEaWEqSJ3sq3oRLylTBGSWa29yRJOiNDLTUAGOvcTxODjTtsWr3Iq4t20N2UgALc\nZ69T5XvWI5MsV1bZi/HfERsh/gG4VScf+ueRoquBW2gFZB9OmMl73lk0NrTGJFmoq29Csq4GKXI6\n4dLsE6/qZpFXC7mxSxWzDb4MfADAltC3bAl/w0/hjXzge6uCjdkkMXiAhV7dTfS/xMykh+Konamr\ntJqkxeZJpD93hKSRC1F9JdoGz4xsCp6+iIRrTr+DfGHcJDa4n2SH73VSDG2I19c/rX0LQwIPxrWm\nvl6Lj7vd1pgfw4UMtNRBIKintzM9oQt1dTY+D2ahIqijs3GFpTbHFC8qKpPi2mOQdMzxLsaKmS+D\nG5CQ+DT4DddbBrAneoggYerqatLJ2IpB5l4UqEVcab6E+rpauNRSbRZJwiTJDLUkEhCCH8M+xtpr\nUKRGcZfmMDskbQPj+/AO5vlXsj96nCmeeeglPT41wIve9zgVzeM133JO/irkaEPIiaV0M0hG4k5b\nbXqYEgkJlUnuI7Q12JEAFVgXKqG7KRFJ0tYBh9lqcjCipTaOdu7jIlMiG0JOBhZuA6CWzkRAqByN\nBnjaEwu+/jOIbar8AawPfcEFpurLyQNMKB7GM0kLzrrPqa4xjI+fzgvuCURECFWobAuvZ0naj7/5\n/vKf6IRSkqVJfkoSRILoM1uUSV3+0SEda0O59DRVFlQ6W8a5fuS5+E5sC++hvbHF77qXca5T3GdP\no5buzLvEURRe9GjyADfY+jPWOZ1/WS4mU5fKh4G1XGa+gAtN7ZB/8bF50Xui0ujtLX8234dKGGhO\npacpiXhZT8u89fQyJfJyQnNe8Z7kNlstjJLEq76T3GmrzR3OvcxOaI5fKDzkPsSM+Ka86j1JXb2F\nNNnIx8F8JsU1+l3v4n+ZWNjN3wgDp/+wudRi7o574jf1OT5eK/00Nk7bjClW8/nYd/YO9ZcoJVkY\nm3QnacR8JL2JyMkd+L9/G2vXYajuykHWv5ff4wwBnovXQnp+rzMEuN2WQtIZZAJ+Ro+O/zjKC9m+\nm/Rk2d+7GFtW2aanKZEZ3uPU11kpVsPcbMvkZmtNTEjU1JuJL732paZk3CKKVyjkqiHe9Wdzsy2T\nvaUjxPo6M8OKd1Fbb6KtQdNZdokoAaHQ0RjHNO+x/+bxY/xGYlPmP4BOpqqrWf9MvJxErdJYxd/K\ngtINmI/9CwiKAN8EV5WdKw6uqGQfUSuW23J/9ASmln2Q9CZyxzcm94GGFM0cjKnVpbgW34+975j/\n6r6qI+o/Qsn2W6o9X7JzFN5jr/yua4Q3fo8Ih89sCNTbshXraeYjWTkKPr/g2IkoTpdKNAr7D0Z5\n/6MAPp/A7xeoKhw8XFneFKCtwcFoe12usKRyky2z7HhICJxq+brw9ISmvJnYEruko4ZsooFeq1CT\nXFr+f7yjPoMtaZiRudmqZbRMcNTnX6Xrix0MsSINfwaxEeKfwEvupxhmH8nXwc9oZmjNG54ZxMkJ\n1NbXp5WxHbvDP3GL/R4W+GbT23wZmbryKViucoJitQAjJs4zd2NHeFPZOSFCOEOrMesaIUtmjLqa\nuEJfk2K5uszGt/Z10iauR5dch8Jp/TDW7aBJYh7ehL7GH787qYaLsdS8ptrzOmMKxoTfJ4NZdNO/\nkePiUd0uJKsNOS6O1M+/RzJV3lwounEIksWKCPiR4+KRbHbSvtpUFiz9zHQPPbuZqFVTx+qvQ/To\nauTYSZWmDfUcPBLl9bd9dGxvYPCAM+uv/Dxn+yZUgl9E6WOqOlVvlL122d8fi2tY9verLGlcZalc\n1QdgnKPeGa8f4/cTGyH+CdQzNKJELWZneCt5SjZX2W4gWzlJQPjpYuxBnByPgkKeko1ZqvjBM0kW\n5nqe5SrbLcx0P0YP82Vl5wQK/sguXKG15Pk0HWN3qDxbQ/WXgFApmqXtZKuuPHzfzUNfszm+r18l\n5T+fUR1CCZD/rTZ1LdzYD+eOOwBw7rwHz8GnKNmuSSdEPHso+L4b/qwlCMVHMG8locI1KP7DFP34\nL7xHZmjtdt1X2m8QY0LV5cVymtUs+8ltf/r1MuuQa7HdNgrHmAlIjnjCmyqXyIrs1zRW4p+Yirnv\nAJLmvoeSk4WIlI/cZj6bgNcv6NLRyIgbbTRrYqDfxSbatDLQrrWBWc8ncPP1NuLjz/6jsiJYwP6o\n/8yGMWKAtqkS4+xQhSqEECIqIsKrukVIDZ512+K5t4m8J88XQgiRM66hCO7/puxc9n0Zp79uxCki\n3kNCCCEK1l8iCjZcKiKe/cK5e4J2PuwUQgjh3P2AUCMe4c9ZLiLuXSJY8IUI5HwkhBDCe+y1sv48\nR14SQgjhy1pU7TWzm2YIz+wXhVBVkXthmyptQps3ipz2jYQaComcdg1ETtsGIr9/d+GZ9UIlW9ek\nh0Th8CEitGmDyOvVUeT37y6ym2YI1ec97bP/VSil/9dBNfIX38m5xx/lm2JT5r+Ad/wHucHaGBWB\nhMRM705utzXHIlX+7/gysJwoYXyqF4NkIEVO50Jz5Xi4qgj+pNVl/LnKSvHsa5H0Ji0jRT59PrSk\nc6AEtqC3NURnrYcSzEJvb4Kks+A7PodwyUYS280l6j+K59BU9Nb66FLr4j7wJNbaNwKgBE4S8ezB\n4GiBJGlrZRHXDiKONhgcVW+YCL+f4tuvRy0sqPqZVq9CX7c+uW3qkbrqG6KH9uN84F6kuMpFUn2L\nF2Dq2h3Xo+Ow3TgCy2WDyOvevkxJcFZhP2obOpCib4hLyaJYOUFY+MmO7OThGjsr9Qcwv3g4h8Pf\nY5YcdLONpLu9vFr6Gs/zrPG+wJPpx9GVPu+J8BZ2Bj/iRGQrdyZrglsB1cmnnsn41EKGJc4ra+9U\n/STJNmb71pIi2/mX5TwUVCQklga2MNxavU5zjD+GmEP8C1ARvO7biw4JpxqmuSEBi6SnWA1RooZQ\nEByMurjcXIc+lsFl7a7NP5/r7KcXp/8lvyucRpIJZL9PuPh7dJbaGOLbo4bysGYOJZi3ClNyTwAc\nDcbgO/4KhrhWSDo7ks6GGtHS0pRwPoGcpSi+tshmzSnrbY0JZC/B0PTxKi9rHXo9uswJ5DSrev0t\nsnM7+qYtSHpjIc77R2Hs1hMRDGC7oYqNnGiU+CefI7z5B4TPR8lobdovWbRlifzoAaxyErnRPVjk\nRFL1DahnOJ+P3A/xRG4THks/UNZVsXKcN4qGkKirQ0frdWToWyIB84qv4/rENzFIFjparyM3uof3\nnfdwTaJWsWat7yVamPuSG9lX1tfnnimk6OvjCVfc4TdJelYHd1NDF0cDXSoFqoci1YdTjU2//yxi\nDvEvYLi1SZXHk2QTSbImJdBEr414Hi6+haeS5rLM9wYXW66irv7PS9OKbzUDz4HJ+E+9Q3yLqcjG\nJDxHZxL1HSauyUQAjEnno3c04+cthYRWM0DWwpAS27yG5+AUXHsfJK6pJgBlSb+Cos3/qvaa+Rd3\nqfYcQPTEMZLmLyO3VR0kvYHQhm9Pay8ZjDjH3V0m5alvUl6+S0VBESGam/qyP7SG5qZ+LHeNQ0am\nqbl3hX6OhjagiAgdrddSy9AOv1qMTy3hAtvtzCjoybi0H4jX1cQg2bjQVl4JuyR6kl2BTxia+DKH\nwt/QyNiDiAjhkNPZH1xT4Ro2ycSl5orhPbV1FSsnxfj/JRaY/TfnrsIBJOpSUBF0Ml7EYFv1IS0f\nel/kSvt97Ap9Sw19PVJ1tau1PVfJaVWHtC82EN27C32zlhQNH4LscJCy/IvKts1qkrHrBK7JD+MY\n+zD5PdphHzUW++3aKPuR3LpcYh/H9sAyBsU/TX3j+ewIfgTArsAnxOnSGRA3iYUlI7DKiSTp69DC\ndBkppZk6rxYOIF5XE52kp6/jYRJ0mUzMqc3Via/Q1HQxIPGNdxb7Q19ikKwoIsyNSe+QFdnOet8b\n1DK04ycphbtt12OUDEREFMMvlk1e8L7NWPuN//8v9X+AWGD2P4RXUs4s9P4zblXTFMmJHiYsAlU6\nxAkFFzMiYRoNDO3+sHv8U4lGye/VCdnhQPVq8py28Y9Wa57Tqg5yYhKBZYsRkTC2ays6mO2BpTQ0\ndWdXYAX1jefTxnwFswr7oZdMnIpsY0DcJE5ENiOjQxcy0MM2qqztjUkLeKv4WuoaO/G1dwZXxT+H\nVZfIqcg2IiLAGs80oiKER82nqekScpW9LCy5jU7W68mO7GJ40nwiwfW86VuGQdJzLJpFC0NDjihZ\nNNc3IEmqWjwqxv8fMYf4P0S8XB7DZiwN3/nQO4OQCHCZbSSrfK+RrKvJGv8C8k0nON886K+61d9F\n0uz5hLf8gGP0BHJa1cHQsk21tjV+2EPJ6JEkv7WYnGY1keyOCufrGDsRFSGOhMtFoCQkethGscip\nTX1VEaWj7Vq2+t+v0FZFoYd9FGs80xClhTfuSfmSfcEvWOF6GKucxMD4ySTr6/N+yb0EVRcF4jDF\nynECwoWETD9zRVmEGH8tsTjE/yGSdZpWskstwKUW8KH3RU5E9jLYPpZdoW+42vEgbc29uMo+ulpn\n6Jn2VIV4wOix6lXy1OJCclrW1n5a1KL41uplOd1PP0bBwF7k9+pE0U3/JqdVHVS3q+x86JuvyG1V\nl5IxIykecQM5zWrifbPqjBbnuFHoGjSm6LZrQQh0tauuwg2Q17UVpq7dKLi8Z+X7F1HschpNzZdU\nOO5XXRwNb0CUFmSN12WQoW9JB8tQJueVr/F97Z1BQHXR1NSbDIN23CGnscn/Dm0sV9HFOhyBIEPf\nkiEJ2gjSJwpRURib+l219xzjryPmEP+HSCgdIQpARscg+904dElMLb6OrhatlmJu5ChHw1WHlAA4\nxpbLfUomE67x91Zr65k2heSFH5Gy8CN0aelEjx4q27z4NZFdP5G64mviHniE8MbvMTRsTH6f8jAS\nXe16IEHc2Icw9+qDLj0DgsEq+5ITk7BeMQTbNdr0tyrN5p+x3zYKQ4vWpCyunOYIEnuDn/GRcwK6\nX+Sju9VsdgQ/RJRWwxmV8hkfOP+DVU7EKNn4wPUffGoxPW334leLSNU3YnB8uSRpTmQ3rcyX09k2\njPdLtID0mobWbPDPo4npYpoYe5GgyyTG34+YQ/wfokA5CcCe8HcIVLyqk5vjnsYuJ7IusBgAnaRn\nffA0usuSVpDecvmV6GrXJfxT9QVYg19+RtG1gwh+uxYkULKzKBx6eZW24S2byG1Tj9CGb0l8YTbJ\n736IbLGWndfXb4CIRHA/9yRIEmpRNRrLQPLCj/C+Pgv/+++WNq5+5UdXrz5qSTEl995e6ZxApYah\nGX3jHqah6YIK5xoau6OilP5L4pH0vdjkJHxqEapQ2R5Yhl+UUBQ9TmvLIIxS+bMk6mqzxb+Y/MhB\nroh/uux4XnQvdY0d2R+quLsc4x/OXx3V/r/KW84JYoVnlrg/v4fYFvxSLPfMEPNcD4t3XU+IjYGP\nhRBChFS/mFkyUkRF9dkQeZd0EXldWwmhqsL71muiYHDfKu2ym2aI3AvbisAXn1Y49msie3eLottv\nEEIIEd65XeR2aiaym2YI9/RnKvbXPFMIIYRr8kQR3rZZuJ9/qspr/kzhDVdVeb1KtooiSsbeeVrb\nGOc2f5Rvim2q/A9xU+loZID9LgDamS6uZGOULNydMLvS8V+iS62B5c5rQZJwP/N4lTaRXTsAsPQf\niAgFyWmeiaF5S3R16lWyLRjSj7QvNpLbui6OBx7Dfudo3FOfwDL46oqGqkrBwN7o6zek8JqBOEaP\nr/Yei4cNJumVeeR2Or0sKIB78sPY7riPwCenGRnHiEFsyhyjChzjJuJ99UXyurQgY88pEqa9gmfG\n1Ao23rdmIxmNmmMUgoy9WaR8sJqkOe/geuyBckMhIBpFTk4m4bmXCa5cRuCjpQDoq3CeSbPfxtC8\nBbabRmDuXXWKopJ1CqGqFAzopV2iNPymKkrG3EH0xHF8s2dUeX5PdF+Vx3/N0OIlbAxXlJC9uGDe\nWbWNce4Qc4gxKmFs3wnl5HFSv9hITotamC/ph3f2ixVsgp98iAiHsQ67BUOT5kQP7CO4ehUF/brh\nX/xOud3XWsB0Qf8eeGZNR/gDqF4PyFX/6gU++RDPrOn45s1BX7/qGpK6zFpE9uwibd0WkCSix6vf\nCU+cPpvoiWMkTHu10rnNka285n2d5YGPEAiOR4/zhPspomi1D68uWsLSgCa+9bijJ7siFVPtPksd\nXu11Y5ybxKbM/zB8UcEPRWH0MjSw6TnkjbIyO8jz7SoHARcO7oOhTTsCHy+reELRNhtSP1+Pvm49\nctvUR4RDGJq2wNjpfMI/biwzdU9+GOuQa7FcNZTAh+8T/mkbSk4WNb7fUeX92Ufcg3L8KP5l74Gh\n6krkue0aYLnsSoqGDwFJIrLzp2pjEfP7dEVfrwH+hfMAEOEwUqnofZFSxI3WG0CSOKGcIE/NZ5Bl\nAEIIPg8doq4+gZOKixneDchIZOriWOjfwY5IHs/E92GKex2PxfVikmctbjXE3kgBi5L+TZxs4s6S\nFRxXnGTq4pgU15sMnaPK+4vx9yI2QjzH2R76kuklt/BUkVbzMCC8PFl0FSciewEICh9TiofyU+gr\nAGx6ic7JRk74FHQSeKMCs1w568l67Y0op06ir9MA67+vr3Cu6JarSfl4DdGjh8htXQ/0OiSjkcRX\n30Y5WVEXWcnOIrThOyI7f8I6dBjxj04BRUFOrDpHN7d9I2w3jThtsHX69iNEjx4ief5SJKsV/7JF\nVRvKMmmr12Ps3BXrdTeBTod/YblQV19zHzoY29PB0I66urp0NnaivaEtBslAX3Mj2hrSqatLZLS9\nK/3NTaipczDU2oo0WdtRvtCkxT/qhMSFxjrU0ycwtHiJ9p5lI6tShmGVDDFneA4Rc4jnONuDXzEy\nYQb3JGoFYpd6nqODuS/TS7Sc52WeabQ0dme2czQ7QmsBsOslbqhnJcOiY0BNM5PbVC5Pb79FK2tl\nv3sseedXLDgQ/mE9xTf+m5I7hpMw4zWE348Ihwl8tBTrDTcDEFi5vMw+ZemnRI8covDqyykaNhhj\nh+orZtfYtBddRi2U49WrzOV1boG+QWPyujQn6bV3iOzcXrWhqlI84gaCn39C0dUDMLZpT+DjD6rt\n99cUqj6OK5qK4nv+nbQ1pKNHpo9ZK167O6LJNVxkrsfeaAGPxfWik1Gr0qOgMsO7IeYMzzFiDvEc\n5yLrtXzlX8BbrvEoRHGqeTikRG5PeB6AY5GdOORERia8QGtTj7PuV1dbkzHwv/MmCc/ORN+oKZFd\nP+FbMBf7yHuJe+BR5KRkAssWIRlNpP+4D8+LU5EkGfuIe3A//RiuR8YBWiB1/KRnydhzCslmJ3Hm\n69Ve1/vy80QO7kPfpHm1NqaLehM/6VkS57yL8bzTyxHYb7kDx/0TSV68EtsNtxDZUzkoXQ1qMY+K\nr2K5tJ8ieXwfOkFEqFxoqs3O0jXElcGfBee1ytsHo8VIQJpsI1ImbWokX/HRSB+rVnMuEXOI5zjv\nuB+jhbEbl9nuJDt6iI6mfuwMryOoampuHc39OBTZSk7kCKeiB87Q26/Q6fAtmk/xnTei5OXgnf0S\n7qcm4n3tJYwdu1Bj/U4sQ28geemnSA5tlGlo3Rb/h++jFhUSPXYYY+euRH7agvPB0eQ0q4nwepCT\nU6u9ZHjj97geHE3c+EerFZJKeO5lfO++hbFthzM+grFrd3Q1NBVA8+VXVm0kGylecy1qqLjC4bmJ\nV7I0+RoMksznwcOYJT0hobA5nAXAeEd3AG62tudBR/mXTbbiYUckjynxl/B58BBv+Lac8T5j/IP5\nq4M4/5coimaJ9f7l4kBo81m3Ufw5Z2WX07a+KLz+SqF63EKI8kBnpbBARLNOCtczj1cIdva8OkNk\nN80QvvcWiOymGWU/RbdcI4JrPheuqU8Iz5yZVV5LjUREdtMMkXeJJnmQ27m5iBw/Wskuu2mGyL/0\nAuH/eJkoGNJfKM4SkdOytvC89lKVtq6pk4T7xWe1+4yESyUEfBXsop6TFf78I3jI9aVY5N8pJrvX\nCn9MEuD/nT/KN8V2mc9xknQ1y/KUzxZJb8d/aBHGtM6Estchwi7UsAudtSa2FuXFTfXNWiEZTfg/\nWoq1NIg6t0MjdGnpSCYTmMzan6XYR96LZ8ZUokcOItlsCJ+P5PlL8b39Oq7HJ6Dk55KxN6vKe4oe\n0OIB5aRkPDOmorqcRA/uqzJW0T5qLOZLL0MtLsT9+HjQ6wl+8Sn2EfdUsnXcNYbw1k2kbzlA0Q1X\nAaC6Xeis5al2Qo3g2fo0lkZXV2r/3/JUXOWg+Bh/f2JT5r8JanEelK4//X8jGexYG12LPq4htma3\nYG8zhriOj1dwhgBJL7+J6nZh6TcA4fdR4/sdmC/pT/TkcfQtWhM34TGsvyzdX1qjM7x1E5YBmvRB\n0fAhBNd8jpKfi5yUXGbza6KH9oMsEz9xMpLBiK5GBtH9eyvZyQmJmC+9nIL+PTD3G4ipZx/M/Qai\nFlWhwaLTI9lsuJ99EhEOl8UiBj54r6KZtQamWr1BrVp7OcY/h5hD/JvgWTyD4ieG/dW3UQE5JZXI\nrp9wPTqeohsGUzJmJJLRiO36m5HjEii67kocvx6VyTKRnT/hX7wAOSERyWZDV7uuFv7SoVO111KL\ni0BViezZhVpShJKXQ+RAZYeoS89ALSkm7atNOP9zF6rLSfiH9SjZWXimTam47qhEQVFIXfk1vrdf\nxz1tCgCel57DO/ulMrNI8W4Ch9+v1lmXfHrbb3hrMc5lYg7xb0L0+F4SH5oLgOp1IgLl6Wgi5EdE\nI4iAr7yBEiVveBsix/YS3rUBEfQhQgHNPqiJEolohPDuHxDRch3iwDfLKRo3EN+KN8v7D/qrLdsF\nEFy3hujxo0T37SHu0Sk4/vMwjrEPAiDFJ1SwlR1xpG87RMa+bGr/7EjkAAAcAUlEQVSs34nw+VBO\nncS3cB4JL1SfQy38fiSTidC3XxHZv5f0bYeIHq2cgWK7aSSFV15C8c1DUZ0l6GpmEv/kcyBJ+N6d\ni+f5yWW2xk7n43x4LLnnNUH4vKjFhaSt2waAd1Z5uS5j6nnEdZ6CPq5iZkw4dzO+7bNR/dro0/nF\nKFxf308kdwslq+8CBIVLzk4BMca5Qcwh/k0wte2OZNTW4yL7t+CceT/uNzRhJtesCZQ8ORzPwudw\nvzUJAOeLY0i49wVcL43F2KorhfdeQmjbOgB8H2thLa7p9yCZzHgXa3m84X2bCW1bh/G8XkhGs2b7\n4WwiR3dT8sztoFaeslsGXIWhRSuS5ryD/b5xFN80FNfj48lt1xBdvcqpdamr11N889UUXHExeT3a\nYxk4mIy9p/C9/XpZhkhVRI8eQoRCOB54DH3DxvgWvo2aW3m90XLlvzH16I2+SXPM/QbifOBe9HXq\nIafWIG1txd3c5AUfEPrmK+IfmUxwzWqE04nssGPueznWq8vT7kI565B0RpB+Jc0qVKytb8GQru1m\n6xMaYqrbB0P6eUiSjH/PIuK6TybG/w6xTZW/CdHsI6juYmR7Ar5Vb0M0ilRLCwDWpWWieoqJu/Vx\nvIu0+EJr/2GEtn+L9VIti0REI+jSNA0VOU6LfTN3G0Twh88x1NM0kMM716MW56M6CxEZ9VC9TsI7\nvkOOSwahEj2+D339inrJCc/PIqdZTYpvuw7JYMB6/c2YL+5HYPkSUpd+Wuk55PgEwtu3ICclI1ms\nqG4X0YP7MPfpf9rnD32jZdIUXFpeNPaXGzYV7um5l0EICq+7AuH3kX+pVsswv0d7bDeNrGBbY8Mu\n1LxcvK/PIrJvN7kdSlULZZm4iU+CEIRz16Oza3GX+riGZW0DBz9CNicgyZrGshAqwYPLkQwWDGlt\n0TkyMWZUvwwQ49wj5hD/JkhmG64Xx6Cv1xxDvRY4hk0g/5aOOK67H7UoF326liYmFG0UFzm0A7U4\nD0s3TQrA1KUvzhdGkfryWlR3CdFje/F/8haO2ybhnv0Q+lqNsPT8F8HvVmBs14O4myYiQgGM7Xoi\nJ6YRN3IKuuT0Ku8tY182qCpK1klK7r0N37w5GNufV0mfpIL9zwhBeMc2El9647TPX+OHPb/xhUmk\nLPq47Bqqs4Tw9s3o0jIqmco10kn9RBs9oyioJcUEP/+krB9jRndkSw0Ud8UpenyPp1A8WTi6alXE\nHZ3v1y6nRlCDJZVHlDHOeWIypH8TvIunEzm2l8Txc3BOuxt97cYE1i1HMpoQiorsiCf5qaW4XnuI\n+JFTKLirB7rUTPR1m2Fs0gFTl74E1ixGsjqIHNyGqfWFRPNOED22F2P7i/CtmEvcsPF4l7yIZLFh\nufgazJ37ENz4Gf5P5iLZE0kcP5u/6FfinKNk9Z0kXlq5gk6Mv4Y/Sob0L+GvDuI851EV4Z4/Raih\noCiaNEx4lrx4Vs2Kn71DOF8cIxR3sQj+8Nn/y62VzLn7N9m7lzwpVL/7N1/HOe/+39zmTIQKtv7h\nfcb4c/ijfFNshPgn8uRMD4/c8wcl+0cjhA9sQ9IbMDRpf/bNsg6juovR12mKbKtc1AHg41VBBvY3\nVxeFwuRnPbRopmfwIEulc+5Fj2vrc/9+mPChzfi+mEP89VNwL36caO4RrN2uxnLRDbjmjdOuL+u1\nqXvD8zB3Hohr3jh0iemoniLUoI/EO1/DOXcMuqSaOK4ch2f5s+hT6hDNP4rqd2Nq0Q3zeVXruFSF\n/+C7gIQazEcNe1CDRejj6mNtdC2h/E0EDi0CSUY2xqFPaIa9VeVg7xh/P2JC9X8TftoXwWiQEELg\n8ws6tTGyeWeYjq2N7NwfoVUTAzv2RahfW0e92jrmvOfjqj4WUpN/5wa/3oCxxekLG1TZLLMhZDY8\nrY0QgpWfBcnNU8jJVejT20zTxnreec9PvTraullVzhBAX6M+ppY9iBzfiW/NW5g7XEZg80p0qXVI\nGPkqvs9mEz7wA3HXTUK2xuP7bDa2fnfg/2YhCLD2HI7qKcLYsAPuxU8AYO12DZHjWlEG2ZGCpfs1\n+Fa/huotPq0zzFKymeGZyVDrEDoZzwPAUu8KkI1EXQdQA3kET3yKbE5BKEFkgx17q1FIeitR1yEi\nhdt+8/uNcW4TC7v5naz+NshVdxTy3ooA85b5yS1Q+HStJp85a4GXmfO9ZNbQYdBLhMOCEdfYWPCR\n/y++69NjNEoM7G8mGBTUr6cnFBIYjRL/Hmxh3XdhZFng9lQ9yNel1cH9wTNIRguGem0I7V4Hkoxk\n1kaj0YLjGBueh3/tAryrXkYNehGREOF96wFB9NRe9BkNQWdAKdY2Z8IHfiCacxDP8ueIntI2X8IH\nf0T1uRDB8njN5zzTucN5N70K+uIXfvZE9uLDXyYiD1qWjqQzYkhqhSnzYuK7Po+18fXo7HUw1eyJ\nscYFGJLbYWkwhLjOT/0/veEYf1diI8RqCAuVT4In6GWqyWu+PURRucRUi73REm6yNi2z08mw89N0\nFnzo45qBFnYdiBIpVa9s29xAVp6KwQDhiCApQfv+MZzmrXfJ78VJpaJ2x8KkufQ0da+2Tc2cxpWO\nZWccrNL2YdcTLA+uwCt8REWUC43n80ridFLllDKbzAxtFHjPHfYKbVevCfPQ/Q6STzO6NbXqhamV\npnViz2xa6Xz8ME0Iy37Z3RWOJ4x4GQBrr/L4wOQJWk1F+4DK2tCJoyruWp9QTrI1so1p8c8w378Q\nq2QlUU5ACJXORi00RogwLv+bxFtvRJIsCKEAAkkyVPs8Mf5ZxEaI1WCUZJJ1JuJkA030CbjVCKuD\npzgcdVewMxgkJAmsZu1VKipc1MXE64t9GPQST46J472VAbLyFDb9pKWVeX3VL6FuTNPi8WYkPMsb\nibPYkvYt1xXfUq39Hc7RvJIwg+yMgwwy90eqZln41pJRvOF7m6WBj3CqLu6338s7SW/wQ3gz+6IH\nqJ/bipAIAdCmVdUOYvAgy2md4V9JLV0m6XI67/jfI0spD/vpWDpVVoWXYu+LgB63fxG5zrtQhYsS\n74uEIrsp8jyDP7TuL7r7GH8XYpsqpdzndGGTYEp8ZW2RP5sBRf8moAZYk7qSO0ruwy083Ga7kd6m\niyrZ1sxpzN32ESzwL8aluqivq0uEKJvS1pbZdM2/mMfjH+I+5zg+S17OCfUUs7xz+C60gZttN7A5\nvI1VKctomtuBg+nVVJ/+C1njeZLGpj6cCm9GL5kwy/G0MA9iR+B9Gpp6Eq+rTUREeMT9BAKBV3iZ\nlfAifuFngX8h34bW807S3Gr7V9Q8ZDkFiVhc4bnKH7Wp8vf8uv8L+CIYxC79PV7Hh8mL2Bvdz3Oe\nGXQ0nse2yA5uKL4NQcXvkVxFK2F/v/0+4iQH2RkHsciWCs5wkf99uhg7clvxKLoYOnJ18U3cWzIO\nm2SjnaENc30LuMU2jDtK7mNd6qfcXHJHpfvJUkLcUrKL2jnfMMN7HJ9QKtkMLfqJzJx1vOw9wV3O\nvTzkPkin/I18FMiv8hkPRwNcUbSNSwu3sDXirtLmZ6IiRB3j+XjVAnSSEY+SR0T4ORJax6nwVgA+\nC61mV2Q3U+OfIl8pYE1oLVbJykjbbad1hgA6uUbMGcYA/uEjxNsfKuH1KYkAtMrNY1pCPH3N5r/4\nrjQuyL+E79JWM93zMm0MrVgR/JQN4R/4Me2bMpsvQl9xobErt5fczaHoEbKUbJrqG7MmdWWZTZ2c\n5iTI8QRFkGQ5mYfi7meguTyNbob3FYZYruR131yeiJtI7ZxmnMwo1yruX7iV/VEfbQwO4iU9a0LF\nXGhKAAGLk8uFoDaH3cz3ZzPYksYxJcibviwuNCYQEirDbTVpbygPN7qo4Ef6mJLZEnETECrnG+PJ\nUkK8nlgxbbAqDoW+opGpd6XjYRHmJe8sgiJELX0mw63XI8e+7/8x/FEjxHPaIa7fqq3JrdsUQifD\nAyMc7NgXoU0zA2t/CBEOCwpLVPYeivLk2DiWrArQraORmmk6ln0WICdf4e7h2sZBq9w8htusPOCo\nHCcYEIIo4JAkchWFdN2fM5qomdOY+UlzuNjUk6FFw9kQ3sSpjP0Vzi9MmsvuyF5aG1ryum8e85Jm\noysd7RxXTvBJ8HN+DG/hrcTZ1MxpTF9zxcKlKoIvgl9hk6x0M13A58EvyzZk1oZKOM8YxyeBApYF\n8xhkTuVZz3HmJbXkWDRAR0M8dfXaF8gj7kNsCbs5GPUzzlGPVcFCLjOnUKxGeNl7klMZWon98a4D\n7I/6aW2wc6U5jTSdkZe8J2hncHAsGuDhuKq1mGPEOB2xOERgy64wdw+zs+dQhMt7WohEBZt2hFn9\nbRBFhfEjNec24VltSnbslMLy1S7+c6uDVk0NlLh/EY4BZRsSF+Tn00Cvp6as49mEeK4sLMKlqhgl\nieYGAwLB5nCErTXSytqPKnGSKsvM8/uprdNc0to0TTukbk4u99ntjHVozndYcTHrQ2EOZ6TjVFUW\n+f2cUBSe/tX6ZYKcwJPuZ5HjdGQrOQgESwLLGWq5ilNKFt2MF5CqSyVZzWN3dC8bw5vKnCHAdO8s\nlvg1lbkF/kV8nbqKJvpGrA19i0f1crmlH0v8y+hl7M5D7if4IvhVhes/7D5IU70NRQjeT2qr3bu1\nJjVz1jElvjHdCzZxotTR9TWnYJZkdkQ8jLDVYoStFq/6TnFCCZY5TYBvQ06mJzTlmuIdfBYsxK0q\n+ESULXo3J5Tgf+UQPX4VISDOVnFEqKpaicNzOKkrxp/MOT2naNfcwB0TS2jWQM/EF1x8vCZIj04m\njpxUyCkod3bG0k1TuxWuG2Tlk7VBsnIVjpwor5CsA6JCcF1RMQ5J5mabjakJmoM6qShYZZlEWcal\nqvQymeltMrG5tBjpF8EQXUxG+prNzEiIRxWClxITuLVYk7C0SRLfhbQd3KPRKDdZbTxX2veNxSVk\nKSqbQpUFldamruJI9CgdDe0Z5xhNVsYBxjonAHBxwQDmJr3C7sgegiLINM9MvkpdVaH9Z8Evyco4\nQDtDG4rVEqZ6pqOisiuyB5dwcSR6lPGuRwFYk7KSD5MX0dbQGoD1YSdXW2rgFVF2RDwV+rVIOrKU\nIE315WX4Q0Lls2ARSXL5DvW3oWIORv30MCWWHZub1JK1oWJeim9Gb1MSn6V24EJjItPim2KX/7uR\n94r1QaYv8bJqQ5BVG4Ms/irA4q8CfL4pyLTFXl7+wHvmTmLE4BwfIXbvZKJ7J61EVLeO5aWiXplU\nsWjppDFaUPBdN2gjtIG9tRFL767lbUySRF29Dp9QGWAwc/EvSk/FyxI1ZZnBVguDLRaedLupqdNx\nd4mTjTXSeMXrpaleT1+Hma46Iz1MJkaVOMksnVo/Ex9HfmmtwbtKnNztsKMDilSVhno9ybLM5FIH\nuSzgobPRTG2dgTQ5FYOkZ3Dxddxpu43z83vRSN+ALZFttDK0pEAp5JSSTWNdQwIiQG1dZoXndqtu\n5vneZXtkB20MLWlvaMuznuk00muZKtsjO5gaP4n/uB7CJtnobDyPyfGag8xXwmwKu3nAXp+RzoqV\naO6x12Zb2MMQa42yYzokMmQjtXXl7220vS6bI24W+nJQ4wQyEuNcBwiI/2vv3qOrqu4Ejn/Puee+\nb3IvCQFCIKFgnArSgPIQH0yrUG1RFCq2MlWrVLAssBV10E6rM3WWj9aWpQ5KkbIK44wDiqClpepA\ntRYdHauBikKoyiOQd3Jzn+fee87Z88eNCWkSwQFB5PfJP3ednH2yz1nr/rLPfvy2zcOJfcwJlrE1\nE+WuwuGMcoeoHjCJv/XHjMlkb/d+3W+1NrEsUszN0RZWFZVw8XgfQwfkiCcVE0d62LnX4tV3MqRM\nxY2XBdnf2HMQSIjenNQB8Viqcrt5PZtlaybDPttm9qGbEAEX+LxsNjPM9PsJazoxpWh1HNodh5l+\nPy9lMgx05RvcRbrOg5EI17S2ADDd72d5MsmLmQzjvR5WJlPszOW4pSDELaEQ69NpJnUkTx3uctPs\n2Ax15Vta2wa+xpkNExlmVPAfxSuZ0Xw1lzVfxYHS3RywD/Bb83l+2e8hLvZN6XFPI91fZIrvy9RY\nu1lQcBML2haxtmg1mqaho6N1/FwdmNWj7HR/CY8na6mxUtwcKsdUDj5NRwFBzeCByOm8m+tqeTU4\nWSwUY91d66MneMKc5S7ktWyUuGMT1g0UilFGiKeKqlDQrUX5kafTSZYkYiwJF/EbM025YfB4Mo7p\nwG0FhVS5PfxvNsOZ7vwzKw7rXPClrkB83mgP543uSkY7uL+MIIsj87kMiO077iBY8R3MhudRdgoj\nWImy4qD78ESqMJu2oOw0wfLrSdU+QWjED6h0G0z0eFAKrg0GuDsW418K81/udkeRdvIDKwBTfT5q\nLIssENZ16mybc70e/tvMMMXnJaEUC9ra+Ia/K6jWWjYPxOJcEwwwy+9js6bxi3iCXyWSnH7I0pWx\nnu6toQKtgJzKUaaXcmv7D9nU/xlmt95AWV0luwa+zWz/LC5snMa+0p77j6zqt5xbootZW7yae2L3\nM8Ezjjtid/Pz8L2HfYY6GhWGn51WAh2NaS1vMcIVYIZ/AHW2ydLEPtanG3lnYD45a4nuZrgR6NEH\ns8828eNil5VkgifMtYEyTGVzW3sNw40AA3Q3A11eznIXsiHdwIJQOa9kMqwtKqHMZfBvyTjDXAY+\nNNw6lLpcFGgaU31+aixLkpWJY+qk7kPsizsyFt0oxAhVorsjOFacXPKvoCx070DchaPRjTDZ6Jto\nrvxrtE/TWZdOc10wwAPxBLP9+S8c5EeXd+Ry3R5Wi2NTrOePNDoOB22bFckk98TyAzjneb20H5KS\n/9epJD+LhLk+EOBbgQA/ChcS1jRuCAX5aaT7K/7f+ppvKhMbv8zDkZ8R0SNcE7iaXYPeZlTDOL7u\n+ypDjLJey5W5Stlhvcf5TV/l+cwWNpqbeCq1ntPqq9hldV/aZ2OzMHobi9t/3Hns0cgZzA0O4Tmz\niTKXj8nefjxrNjI3OIT3rXRnMAS4oW0HEzxhGp3ufaEPJvYw2Rtht5Vfv32VfyAFmsE5njDbcjFC\nmosKl4+fxj/k7zv6Goe4XKxI5lufI418C3KYYVCdy7dCwx3zRaXdJz4XTlTOtI/zn8mUGlVXr8bV\nN6icUmpMfYO6pLFJxR1HDTtYp86ub1C/TCSUUkq9m82pmc0talx9Q2f5uOOo61pa1QOxmPr3ZFLd\nHW1XziHXX55IqDF19WpSQ1eZSQ2Nal5r22HrZitHjagbra5s/rZaGl+u9lu1an7bIqWUUqPqx6uk\nk+qz7PmNU5VSSq1MrFaLoneqyroq9edMtSo9eJq6Pfoj9fWmb6g3M28pS1nqmdRz6ryO83uzO5dU\n72Tj3e7rI3ustLJ7+c22bExty8ZUq5097H0K8f91rGLTST0P8VRSUT+SjcVPcWnLLJZFHuK++IO8\nXPJ7yupO7zORw0eG1P0d7w/aziOJZYz3nM2H9h5CWogXzT9Q5TmTS32XMLvlBpb3e4S50Zv5U8kL\nx+mu8ixlYmhdXQUxu5ZC15DjWgdxcpOle5+iP2df5Z72Rd2O/aA1v5nTS+Ymok5Lr+Xua//Hzs+m\no1j8XjtzqvNTb+7bnX+V3tqaYXVt/vVx8bvtR1ynP5W8yPr0RqZ5L+Zrvqm8VLKJNal1XBWYediy\ntaW7yGGxJLGUEr0/RVoRP48/wveCc5gfvJFSfRCTfeczs/Uf2Nz/N0dcp6NVnVrJ64mHaLLe443E\nI7wc+wlbYj/k9cQS9mb+yL7sK7yVXME76SePW53Eqe1zOahytA5YeznXeyGvZvITlTU0Wp1mAIa6\nhvNk8nEqjBFM8n6FD6wa1iVXM8L9Ra4LdaW0yjpQGTQ4K5z/x+XRNR7dk6Q5Y5PraB+X+fO9YEs+\nSHBjeZCQ0fc/uf12LcuSK1ga+QX77QNU57azqP1ODpTWHNE9hbQgB0pr2Gvvw8ZhkncC17XNo9lp\nodw1lIWhedw78O5P/KyORpnnHAx8uDU/QzznkFMpwq4KQCOj2ikyKinQBxPQS45rvcSpSwJiL1qd\nZqYHrgbg+fR6LvbP4C8dSQRsLLZn32SMZyLrUqs523Mu/V0DqDCGM9hV3nkNtwYuDbY0Zfjm4ACG\nrjF/WJDfNZhknHxE9Ooa9++OM8irc+3brTwzvrjPOl3Z8m1uD32frdn/oU21Mcs/k7PcVX2m++pL\nhaucCn85M/yXwlEm9rGzDeCkcXmHYmdqcfkqsNLv4/IOwck2oOwkRvAMsvE38RSMI5fcgTs4qrN8\nidG1djnk6rlbHkA/4+OzewtxLMkrcy++E+raR+OjpXBzC24F4HT3KB4rfppJ3q/w3dAixnrOYVHh\nT5jim97tGjkFDRmHVMdAc8bOB0GfS2NbLAdALOfQbjlYCm4aFuyzPjEnv1Kk1BjEW7lqJnkmMqdt\nPs/2XwPAS+YLrEn9mk3mBrJkWJtadQyeAjxr9kwFZuPw49gGAMzmZ0Bz01azEDQXyjGxUrtIHlxG\nsm4lmhEmvvdeEvsfxmzbjHKSx6ReQnxaJCAexhT/9MOf1IsCQ0Mp+FJBvhF+2SA/q/anuLC/l2GB\n/DFLwX1nhCl063j0vlt6FzVPQyN/PQ8eViRXUZ3d3hmsx3jGEdGKabejbEyto0gvweboV2e8kf0Q\ngN+Z27k1upY6O8o/xdYTd8yOM3Rc3sG4vKW4vEOwUjtJN2/ASu1G0z2Ag51tpGjkanBMPAWffA8Y\nIT73TvQQ/cnEUrYqPXiaarKb1RPJNSrppNT1rd9T+6z9R1Q+52RV1jFVzsmqjJPOH1NZlVPZzs9K\nKZV1Msp0Uso5ZOrM4ujTSimlrm1ZoZRSanzDvypL2er26NpPeBeOSjd/OtueCqHUsZu1In2Ix0mj\nnaHJyVHnmHzBFcCj6Ww2m3EAC8Xc4FCWJ/cxN1jerdzctoV4NS/v5XYxKzCDea0L+UP2FVa6Hj2i\nv/tk4iFGuM9kj7UTj+ZjRvC7PBa7i4QT5c7IY2zPvEaDvZ9a6wMu8E9jQ+JX3NFvKQBX+McAcLl/\nLDEnzbzgZDQ09lq9j7L3JZfYjq/oosOfKMQJJgHxONmei7M1F8V0bCoNk2LdzXB3gHbHwlKKlzOt\nh+wN1+UFczOzAldwT+x+UqS50n8FtxQs6OXM3mXJcK7vEl5o+y/Gey9id247lcZo+ukDSDjtpFWS\nNzJbKDO+0HG+2Vl2omc4H1rNXO4fwz/HnuOuwsvQ0VhT3DOr9sdxh6o+0flCnCgyMfszrDr3Fy5v\n+SY3BefwWGIFFhYa2hFPtQFodRop0gcQd6IYmhsDN27N0+2clEoQ0EI9PgtxspCJ2aeAhdFbebro\nCQKan78O2sbB0t34NO/hCx6iSM8nsS3QI/i1YI9gCHQLgBIMxalMWoifYb81f8/OXFdrcIO5ke+H\n5nOl/4oTWCshPntkTxUhhOhwrAKiEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQ\nQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYT4DPo/kJAaEI6aKe0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10960e250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.misc import imread\n",
    "\n",
    "twitter_mask = imread('./twitter_mask.png', flatten=True)\n",
    "\n",
    "\n",
    "wordcloud = WordCloud( \n",
    "                      font_path='/Users/sebastian/Library/Fonts/CabinSketch-Bold.ttf',\n",
    "                      stopwords=STOPWORDS,\n",
    "                      background_color='white',\n",
    "                      width=1800,\n",
    "                      height=1400,\n",
    "                      mask=twitter_mask\n",
    "            ).generate(no_urls_no_tags)\n",
    "\n",
    "plt.imshow(wordcloud)\n",
    "plt.axis(\"off\")\n",
    "plt.savefig('./my_twitter_wordcloud_2.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(You can find the `twitter_mask.png` [here](https://raw.githubusercontent.com/rasbt/datacollect/master/dataviz/twitter_cloud/twitter_mask.png))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
